{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How to use the VAR model for macro fundamentals forecasts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The vector autoregressive VAR(p) model extends the AR(p) model to k series by creating a system of k equations where each contains p lagged values of all k series. The coefficients on the own lags provide information about the dynamics of the series itself, whereas the cross-variable coefficients offer some insight into the interactions across the series."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports and Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:22.402062Z",
     "start_time": "2018-10-31T21:14:22.137351Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import warnings\n",
    "from datetime import date\n",
    "import pandas as pd\n",
    "import pandas_datareader.data as web\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.transforms as mtransforms\n",
    "import seaborn as sns\n",
    "\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.tsa.api as smt\n",
    "from statsmodels.tsa.api import VAR, VARMAX\n",
    "from statsmodels.tsa.stattools import acf, q_stat, adfuller\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "from scipy.stats import probplot, moment\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:22.416884Z",
     "start_time": "2018-10-31T21:14:22.404542Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "warnings.filterwarnings('ignore')\n",
    "sns.set(style='darkgrid', context='notebook', color_codes=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper Functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlogram Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:22.433697Z",
     "start_time": "2018-10-31T21:14:22.420086Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_correlogram(x, lags=None, title=None):    \n",
    "    lags = min(10, int(len(x)/5)) if lags is None else lags\n",
    "    fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(14, 8))\n",
    "    x.plot(ax=axes[0][0])\n",
    "    q_p = np.max(q_stat(acf(x, nlags=lags), len(x))[1])\n",
    "    stats = f'Q-Stat: {np.max(q_p):>8.2f}\\nADF: {adfuller(x)[1]:>11.2f}'\n",
    "    axes[0][0].text(x=.02, y=.85, s=stats, transform=axes[0][0].transAxes)\n",
    "    probplot(x, plot=axes[0][1])\n",
    "    mean, var, skew, kurtosis = moment(x, moment=[1, 2, 3, 4])\n",
    "    s = f'Mean: {mean:>12.2f}\\nSD: {np.sqrt(var):>16.2f}\\nSkew: {skew:12.2f}\\nKurtosis:{kurtosis:9.2f}'\n",
    "    axes[0][1].text(x=.02, y=.75, s=s, transform=axes[0][1].transAxes)\n",
    "    plot_acf(x=x, lags=lags, zero=False, ax=axes[1][0])\n",
    "    plot_pacf(x, lags=lags, zero=False, ax=axes[1][1])\n",
    "    axes[1][0].set_xlabel('Lag')\n",
    "    axes[1][1].set_xlabel('Lag')\n",
    "    fig.suptitle(title, fontsize=20)\n",
    "    fig.tight_layout()\n",
    "    fig.subplots_adjust(top=.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Unit Root Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:22.443968Z",
     "start_time": "2018-10-31T21:14:22.438499Z"
    }
   },
   "outputs": [],
   "source": [
    "def test_unit_root(df):\n",
    "    return df.apply(lambda x: f'{pd.Series(adfuller(x)).iloc[1]:.2%}').to_frame('p-value')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will extend the univariate example of a single time series of monthly data on industrial production and add a monthly time series on consumer sentiment, both provided by the Federal Reserve's data service. We will use the familiar pandas-datareader library to retrieve data from 1970 through 2017:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:22.973437Z",
     "start_time": "2018-10-31T21:14:22.446409Z"
    }
   },
   "outputs": [],
   "source": [
    "sent = 'UMCSENT'\n",
    "df = web.DataReader(['UMCSENT', 'IPGMFN'], 'fred', '1970', '2017-12').dropna()\n",
    "df.columns = ['sentiment', 'ip']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:22.980182Z",
     "start_time": "2018-10-31T21:14:22.974882Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 504 entries, 1972-02-01 to 2017-12-01\n",
      "Data columns (total 2 columns):\n",
      "sentiment    504 non-null float64\n",
      "ip           504 non-null float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 11.8 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:24.049153Z",
     "start_time": "2018-10-31T21:14:22.981690Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(subplots=True, figsize=(14,8));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:25.743320Z",
     "start_time": "2018-10-31T21:14:24.050560Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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wa/QIwtavxcqrJN6fD6f815Nwat4CRT5nZxeEHPdw8uTJGbZ98cUXACxfvtyyLelJrYfltYeHR65Hjz08HDPd7uBgg0ajznS/g4MNVlaqTPd5eDTk7793c+nSJU6ePMmRI0dYseI3fv75Z9q2bYuNjRUODho8PBz5+OP3+ffff/nzz/Xcvn2bO3du0aRJIzw8HNO0y05/c8LOzgpbW2vLuZJHIDw9nbGzs8tWO6VSQYkS9pZ9Dg6aNG3zs7+FSfpbsAq6v44BSaM2NjZWuX4vRSbpm7Z2Gf8tPmme9P6lJ/0tWG5uGadUFZXkh+3Jv8+tra2ZOHEiDg5JfaxWrRr379/P9GH77Nmz6devX4H0y8PDk/LlK+Dg4ICTk3OafRUrVuLbb79l4sRxmM1mVCoVU6fOxM7OjnfeGcQvv/zM4sXzUanU1K1bn4AA/8e+38iRn9G9e88MxeMKU8uWPty8eZ3Bg9/GYNDTsmVrOnToDMDmzevx87vCmDFfZmj3yivtLO1GjBjDDz98R//+b6BQKPjyy28tf5dCCPE00N0LIGLXDqJ9j4PJhGOTpri+0hGbChWKums5VmCPDEymjHObFLmcLxoamvlawxUrVmfBgoX4+4diY2ODXq8nLk6Ls7MLBw4cpnr1Ghw65MsPP3xnOWbx4hXMnDmVDz74BC+v8nTpUp4uXXqxbNliVq5cxXPPNSEhQU9srI7Q0BjmzZvNlSuX6Ny5G6+80oXY2HhiYxMIDY1J0y6Zh4djlv3NCQcHVwICTlnOFRQUiKOjE1qtEa02Jlvt3Nw8uXbtDqVLVwLg1i1/nJ1LFEh/C4v0t2AVRn8jIpOWLEtMNOT6vWK0ugzb7gdF4Wj95M6RlM9CwSqO/Q0Pj31igvL0D9u9vb3x9k6aU/3gwQNWrVrFlClT8uVh++Ou2cOjOmfPnrW8XrVqZZr9V69etfy5Y8eOdOzYMcM5evV6lV69Xs30/AcO/JPl6+XLlz6yb4VlxIihjBgxNMP2wYPfyVY7Dw9Hlj5M2XxWFbcHdAVJ7kUKuRcpiuO9MJvNRF+8xL1NW4g4dRqlRkOpDu0p/WoXbPKYpVyU96PAAvKkap9p50Dl9/ylWrXq0KBBIyZP/ppRo8YREfGA8eNHUb58BW7cuMbYsV/h6OjIsmWr0xx39+4dli1bzEcfDUWtVmMwGLhz5zbVqtUAQKVSYTQmjTSfOHGc9957n1at2hAaGsLJk76WJ9Cp2+W3pk2fZ+7cn/D3v0vZsuXYvHmDpQhNdtu1auXDX39tpUWLVsTHx7N3725GjhxbIP0VIrvidUnp5mbAaDKhykWhoUR9xpT15PMKIfJPcHAwgwYNomfPnjRr1oxTp07l+WF7eHgsJlP+zNkubg9iCpLcixRyL1LIvUgh9yJFcbsXZqOR2NOneLBrB7rbt1A5OuLWvQcubdqicnAgBojJw/Xk1/1QKhW5etBeYAG5t7c3Go2GU6dO0ahRI7Zs2YKPj0++v89XX01izZrf+fTT9zGbzej1elQqNXZ2dhw+fICOHbtkOOa776Yxb97P9O3bA43GBrPZhI/PiwwcOAiA559/gTlzZgE8Mu0tdbuOHbswcuRQfvttMUqlXYb3zClX1xKMG/cVEyaMxmDQ4+1dhgkTvgHAz+8yP/zwHcuWrX5ku+7de3Hv3j0GDuyHwaCnW7ceNGjQKM99EyIvtAl6AP71C+HW/Wimf/RCjs+RaDBhpVaiN6TMCY2XOeRC5KsbN24waNAg+vfvz7vvJi09VhgP24UQQggAk05H9JFDROzZhT40FCsvLzz7v41T8xYora2Lunv5pkBnuc+YMYMJEyYQGxtL7dq1GTBgQL6/h0ql4s033+bNN99Osz0mJgY/v8uZHuPi4sK4cROzPGebNi/Rps1LltetW7fNVrtly1bn6xOn5s1b0rx5ywzba9SolWbUP6t2arWaoUNH5EtfhMgvcQkpgXN4dEKmbYwmEyER8ZRys890f6LeiKujhpCIeMu2RX9extpKRaPqHpkeI4TIvtjYWN577z0+//xzunfvbtleWA/bhRBCPLsMMdFE7ttL5P69mGJjsalUGffX++BQvwGKp3AJx1wH5Pv27cuwbeXKtPO8atSowfr163P7Fnni6OhIkybNiuS9hRBZSx2QQ+YprxsP3GSH712mfdAcd5eMy1ToDSZc0gXkAL9susBvYzJ/gCaEyL7169cTFhbG0qVLWbo0aV5127ZtGTp0aKE8bL948QILFswlOjoKk8mEp2dJPv54KJUqVSYw8D69e3enUqUqqNVK9HoDtrZ2vP56X156qV2+96UwXbv2HyNHfsqWLbss23x9j7Fw4TyMRiNKpYIPPviUpk2fz3BsZGQk33wzkdu3b6LT6Rgw4F3LFLsbN64za9Y0tNpYlEoVo0aNo0aNmoV2XUIIkR2JwcFE7NlF9JFDmPV67Os3oET7jthUqZrrWmTFwZNfB14I8VRJvzyZNsGAg61Vmm3XHlZifxCjyzQg1+mNlHHMvPiGyWTm991XaduwDGU8n4yCWUIUF8kP2wcOHMjAgQMzbVPQD9sTExMZPfpzZs78herVk2q77Nq1nZEjP2Pduq1A0jriqbPSgoICGTr0Q1QqZZrMteLCYDCwYcMfrFq1gvj4OMv22NhYvvlmAnPnLqRSpcpcv36NTz4ZzMaNf2FnlzaDaMyYMZQqVZaJE78jJCSYAQP60LBhY5ycnBk+/GPGjPmS5s1bcujQP3z77QRWr95Q2JcphBCZir95g4hdO4g9fQqFSoXj8y/g+koHNKVLF3XXCoUE5EKIAmM2mwmPTsDd2Za4BAO+V4KJeziHPFlkjC5DQG6lTkpHitcZOHU1hBNXQnivc00OnQ/E09WWsKgEGlTPfO7Q8ctB/HP2PreDYvhqYJOCuTAhRIFJSEggNjY2TWD6yisdsbe3z3It8ZIlS/Heex+wevVK2rR5KU2tleLgv//8uHHjOt9/P51hwz62bDcYDIwYMZpKlSoDUKFCRcxmM5GRkWkC8ujoKI4ePcpff+0FwNPTi4ULl+Hk5MyJE8cpXbqMZWpby5atKVXKuxCvTgghMjKbTGgvnCdi1w7i/7uK0s6OEh0749L2ZdQuLkXdvUL11ATkBoOBnj07U6VKdX78cTZAmrQ2ALPZlCGtbfv2bfz884wMv5wGDRpSpOuQ+vvf5YcfJhEVFYmtrS0TJnxL+fIVctRu8+YNrF//ByqVklKlSjNmzFe4PGMfcFG0Dp67z/KdV/ny7cb8efQ2Z66FZWgTEavLMJKdHJBHxOhYsStpiSOVSsHxSynLK9lqkn58VSnjzPWHI+oAa/ddB8DR7ukp9iHEs8TJyYkPP/yUESM+pUQJd+rWrUuDBo15+eX2WFlZZXlclSpVuXkz6d9/+lorT7patepQq1YdAgPvp9nu4uLCSy+9Ynm9ZMkCypYtT+nSab+zBAT44+HhwZo1v+Pre5TERD19+75FuXLl8fe/g5ubG1OmfMv169dwcHDko48+K5TrEkKI9Ex6PTG+x4jYtZPEwPuoS5TA442+OPv4oLTJmBX5LHhqAvIDB/ZRpUp1rl69zO3bt6hQoSKQktaWLLO0tnr1GjBt2k9F0u+sfPvtBF5/vR+vvNKBY8eOMGHCF6xY8UeG+RNZtQsMvM+iRfNYvXoDzs4u/PTTDJYsWcCIEaOL6IrEs+jKnQgAAsO13A7KvNhhREzGNcWTA/KTfiGWbRduhKdpY22l4sePW2Bno+bDHw8A0KaBN/+cuQeAq6Mm7xcghCgSffq8Rbdur3HmzGnOnTvNqlXLWbVqOYsWrcjyGIVCgY2NTSH2svAYDAbmzp3F8eNH+emnXzPdHxAQgL29A7/++hsBAf58/PEgypQph8Fg4NixI8yevYDatetw6NA/jBo1lPXrt2H9FFUpFkI82YxxWqIO/EPE33swRkWiKVuWkoPex7FxUxTqpyYkzZWnpkzdpk3radXKh7Zt27Fu3f+ybJc6rS07Bg7sl2W19oISGhrCnTt3ePnlpKfizZu3ID4+nv/+u5rtdiaTCYPBQFxcHCaTCZ0uQX7xiiJjMmUeeCsUcD9Mm2G70Zi0RvHNwGjLNm26YnDWVipcHTVorFSWbXUru1n+bG/7bP9wF6K4On/+LKtXr8DOzp4WLVrx0UdDWblyLQqFgpMnj2d5nJ/fZUtG3NMkOjqaESM+5ebNGyxYsJSSJUtmaOPunrS6ROfOXQEoU6Yszz1XnytXLuHu7kH58hWpXbsOAK1atcFkMnL//r3CuwghxDNL/yCc0D/+x60vRhC2YR2a0t54DxtJua++xen5F575YByekhHyW7ducunSBSZPnkb16jX55JP3ef/9j7JsnzqtDeDcuTMMHNjP8rp27TqMGjUOoEhS3oKDg3F3d0eZqqy/h4cnoaHBlgI3j2/Xmr59+9OvX08cHByxt3dgwYLfCvU6hEj22/YraV53eaE8r7WqxIw1Z7l8OyJD++TCb7pEI5CUnp5+nfHUr6cMeR6zmTRz0ZODeiFE8eLi4sry5UuoXbsu9erVByA8PAytNpbKlTMPuO/evcOyZYsZOnRkYXa1wBmNRkaNGkrFipUYOXIs6iy+uJYu7U3t2rXZseNPevbszYMH4Vy8eJ433xyAp6cXc+f+hJ/fFWrUqMnZs6cBBaVKPRvFkoQQRUPn78+D3TuIOeELZjOOTZri2r4jNuXKF3XXnjhPRUC+efN6XnihJc7OLjg7u1CqlDdbt27i5ZfbZ9o+fVrbk5aybjabMintb0apVGW73YkTxzlwYB8bN/6Fs7MLv/46h8mTv2HatFkF2nchUkvUZ16AydZajUKhoFYFVzYcuElkrA4Xh5QU89TBtpOdFaXd7fG7G5nmHBExKWuYe7naZXgPgzHz9xZCPNnKlSvPlCk/snDhL4SEhKDRWGNv78DYsRMpV64CgYH30el0DBzYD7Vaiclkxtpaw5Ahn/DCC0mFy4pbUbes7Nu3h0uXLhAfH8egQSnLy3355bdUrlyFgQP7MWbMBGrUqMXcuXMZP/4rNm3agNlsYuDAQdSsWRuAKVNm8OOPP5CQEI+VlTWTJ09Ho5FpPUKI/GU2m4n3u8KDnduJu3QRhUaDy4ttcW3XHis396Lu3hOr2Afk8fHx7Nq1HSsra3r1SkrV0mq1bNiwNsulT570tDYvr5KEh4elWZ85LCwMDw/PbLfbtm0TLVu2xtW1BAA9erzOgAG9C/dCxDMvOi4x0+02DwuyNazmwaaDt9h29Db9X6lu2Z86IHd20ODt4ZAhIHeyz3wKxuyhrRj161EJyIUoxho2bEzDho0z3VeqVGkOHjwBYFn2LL3iVtQtWalSpdmz55Dldbt2HWjXrkOW7VNfY+nSpbN86F6/fkMWLVqefx0VQohUzEYjMadOErFzB7q7d1A5OuH2Wk9cWr+IykGWoH2cYj+HfPfuHTg5ObN58w7Wr9/G+vXbWLt2C/Hxcezf/3eG9slpbX36vFUEvc0eT08vvL3LsnfvbgB8fY+hUCgypOo9ql21ajU4evQwcXFJy8b8888+atV6rnAvRDzzorUpAfngrrUsf7a1Tsr2KOVmj0/90hw8e5+4VHPE43UGbB62idcZ8PZIu97uSw3L0L9jzUzf08HWCgcbKwySsi6EEEIIUWBMOh0Re/dwa/xoghbOx6TT4TlgIBWnzcCtc1cJxrOp2I+Qb968nt6930SlSknndnR0pFevPqxdu9qS1gagVCoypLU9Tup0sML09deTmTr1O5YvX4K1tYZJk6Za5oqn7lNW7Tp37kZQUCDvvfcW1tbWeHmVYvz4iYV6DeLZZjab0wTkFUo6Wv5sY53yo+f5Wl78c+YeF2+F07SmV1K6k85Iw+oe/OsXQkSMDm/3tAH5C8+VxMZaTeZ120GtVsoIuRBCCCFEATBERxO5bw+R+/dh0mqxqVwFz959sa/XAIWy2I/3FrpiH5AvXZp5StrgwR8yePCHjz2+U6eudOrUNcv9RZXyVrZsOebOXZjpvtR9yqqdQqFg0KAPGDTogwLroxCPok0wkGhICYq9SqTM87bVpDxAq+LtjIOtFRduJAXkiXoTJrOZCiUdSdAZeLGhN2U8HNA7QWDGAAAgAElEQVRYq9IUeXsUtUohI+RCFGMXL15gwYK5REdHYTKZ8PQsyccfD6VSpcqcPv0vs2ZNY+XKtUXdzVzbseNP/vgj5Xe5VhtLSEgwmzZtR61WM2PGD1y7dhVbW1s6depKr159ADh8+CCTJ3+Nl1dKpfV58xZhZ5f2oWVAgD8zZkwhMjISg0FP586v0rfvW5w86csvv/xsaafTJeDvf5fFi1dSo0bmWUdCCJEsMTiIiN07iT5yGLPRiH39BpRo3xHbKlWLumvFWrEPyIUQTyb/kFgA+revjoezDcpUBQhTj5ArlQpKlrDjwcNl0ZIrrNtp1AzvXd/SbtoHzRk6+7Bl36OoVYU7Qh6XYMDORn6cCpEfEhMTGT36c2bO/MWyssiuXdsZOfIz1q3bWsS9yx8dO3ahY8cuQNIa4h9/PJg333ybEiXc+O67idja2vL77+swmUyMHTuCUqW8adGiFRcvnqdv37cYMODdR55/8uSv6dSpK127dic2NpZBgwZQrVp1mjRpluah/oQJX9C6dVsJxoUQjxR/4zoRO3cQe/Y0CpUKpxda4PpKB6xLlirqrj0V5BukEKJA+AcnJZQ3rOaBc7oCbKlHyAHsbdRExKYNyNOPgjvapZzjcSPkVoUYkB+7FMSibZf55t2mlPWUuVJC5FVCQgKxsbHEx8dZtr3ySkfs7e0xmdL+u/73338ZNmw433zzPc89V4/Dhw+yfPkSDAY9NjY2fPzx55QtW45evbqydetubG1tmTZtMnfv3rFkl/Xp8xo//DCTs2dP4ed3hTFjvizU6/3992W4urrSvXtPAK5evcKwYV+gUqlQqVQ0b96Sf/7ZawnIVSo1e/fuwd7envff/4j69RtmOGeXLq/y0kuvAODg4ECZMmUICgpM02bXru0EBgby9dffF/xFCiGKHbPJhPb8OR7s3E7C9Wso7ewp0akLLm1fRu3sXNTdy7Njl4LYeOAG4dE6PFxt6d6yIs1rl3z8gQVAAnIhRIG4GxKLs4N1hmAcUqqsJ7OzsSIgVAuANl4PpF1TPD0r9aPnJ6lVCgyGwgnIL9wMByAgJFYCciHygZOTEx9++CkjRnxKiRLu1K1blwYNGvPyy+2xskr5uXD69L/MmPE906b9RJUqVfH3v8vChb8wZ84CnJ1duHnzBsOGfcSaNZupWbM2p0//S4sWrThz5hRarZa4uDiCg4NQq9VUqFCRChUqFvq1RkZGsmbNKpYsWWnZVqtWHXbt2k7duvVJTEzkwIF9lvXHnZycadeuPW3avMT58+cYO3YEy5atxtPTK815O3fuZvnz8eNHuXjxPGPGfGXZptfrWbDgFyZOnJzl2uZCiGeTSZ9IzLFjROzeSWJQIGo3Nzz69MO5pQ/KVMtGF4XUQbSbk4YerSvnKog+dimI5Tv8LFMrQyPiWb7DD6BIgnL5KSyEKBD3QrWU9cg8QLW1Tvujx95WTZwuKRBPDsjtbTP+eKpTsQQXbz147HurVUq0esNj2+WH5ER8k1nmrAuRX/r0eYtu3V7jzJnTnDt3mlWrlrNq1XIWLVoBQGhoCF988Tn9+vWjysO5iydP+hIeHsbQoR9ZzqNQKAkI8MfHpw3Hjx/F27sMHh6eVKrkyNmzp7lx4xqtW7ctkmsE2Lp1I61atcbbu4xl2yefDOOXX37inXf6UaKEO02aNOPChfMAfP/9dEu7evXqU6dOXU6e9E0TgKe2Y8efzJ07i0mTpuLunrIG8P79eyld2pt69epnepwQ4tlj1GqJOrCfiL93Y4yORlOuPCUHf4Bj4yYoVKrHn6CApQ+iw6N1uQ6iNx64kabOEUCiwcTGAzckIBdCPD1CI+Op7O2U6b70I9z2NlbE64yc9Ath5a6rADjYZBwh/6xXXYymxwe+apUSo1RZF6JYOn/+LBcvnqdfvwG0aNGKFi1a8f77HzNgQG9OnjyOs7MLKpWK6dN/Zty4kTRr5kPt2nUwmYw0atSUb7+dYjlXcHAQ7u4eODs78/HH71O2bDmaNGmGo6MjJ04c58qVS4wcObbAr2nx4vkcPnwQgJYtfSwFV/fu3cPnn49M01ar1fLRR5/h5JSUErpixW+UKVOGmJgYNm1aR//+76Cw1OQwZzrCbTabmTv3J/75Zy8//TSPqlWrp9m/b9/uLIN4IcSzRR8eTsSeXUQdOoBZp8Oudh1c23fErmatVD9r8uZxI9vZGfnOzyA6PFqXo+0FTerSCyHynTZBT5zOgLuzbbba2z8siPbr5ovEWkbIMwbkapUSjdXjn9KqVQr0hRSQJ/+ykgFyUdzFxsbSpUsXAgICLNv0ej1vv/02vr6+lm1XrlyhR48etG/fnvHjx2Mw5G82iouLK8uXL+HcubOWbeHhYWi1sVSuXAWAEiXceO65eowePZpJk74iISGBRo2acuLEce7cuQ3AsWOHefvtvuh0Ojw9vXBxcWbLlg00afI8TZs258CBfURFRVG1arV87X9mBg36gGXLVrNs2WpLMB4dHc29e/4891y9NG23bNnA4sXzAXjwIJxt27bQrl0H7Ozs2LhxHQcO7APgv//8uHz5Es2avZDh/ebNm825c2dYvHhlhmDcbDZz9uwZGjVqUhCXKoQoJnT+dwlctIBbY0cRue9vHBo0pPzEbykzbCT2tWrnazC+fIefJdhNHtk+dikoW/uT5WcQ7eakydH2giYj5EKIfBcaGQ+Ah0t2A/KMwbeNde7To5JGyAsnQk4Zp5KIXBRf586dY8KECdy+fduy7ebNm4wbN47Lly+naTtq1Ci+++476tevz7hx41i7di39+vXLt76UK1eeKVN+ZOHCXwgJCUGjscbe3oGxYydSrlwFwsLCLG1fe+01tm37i7lzZzFy5Fi++GI8EyeOw2w2o1KpmDp1JnZ2SUsu+vi8yJo1v1OtWnWUSiUajQYfnzaWc23evL5Qi7rdu+ePm5t7hhHu/v0HMmnSV/Tv/wZmMwwaNISaNWsD8MMPPzJr1nSWLFmASqXm22+n4OLiAsDgwYPp1OlVqlWrwR9/rMLLqyTDhn1sOe/rr/ehc+duREZGEh8fl2HeuRDi6Wc2m4m7fImQ/XuIPHsOhcYGl5fa4fryK1i5uRXIez5uZDu7I99uTppMg+/cBNE9WldOk/4OYK1W0qN15RyfKz9IQC6EyHdhkQkAeLikLf4x6b2mRMfpM7TPbL54Xp7MqlXKQhshTxWRC1FsrV27lokTJ/LFF19Ytq1fv55BgwaxfPlyy7Z79+6RkJBA/fpJc4979OjB7Nmz8zUgB2jYsDENGzbOcl/qNcinTp1l+XPbti/Ttu3LmR7Xv/879O//juX1mjWb0uzv3r1XXrqcYzVr1uaPPzZn2G5nZ8+UKT9mekyNGrVYsGBppvsWLVpEaGjS6hYHD57I8n1dXV05cMA3y/1CiKeP2WAg5tRJInbuQOd/FytXF9x79MK59Yuo7O3z7X0ySz1/3Mh2dke+8zOITg70pcq6EOKplTxCnj5l3dvDAe9M2ttlMkKeF2qVotDmkCseRuQSj4vibPLkyRm2JQfnqQPykJAQPDw8LK89PDwIDg7O0Xu5ueXvagQeHo75er7iTO5FCrkXKeRepHjW7oUxPp7gPXu5v3UbutAwbMt4U+WTD/Fo0xqlVf5+9/rnlD8rdl5FpzcCSQH1ip1XcbSzIiaTwRgPV1s8PBzxcLUlNCI+y/3JurVxxMnRhhU7rhAWEY+7qy0DOtakTaOyuepvtzaOdGtTNVfH5jcJyMUTw2A08efR27RvWs6yzvSD6ARUSgXODkUzp0Pkzv1wLU721tjZZO9HjH0222VX0gh5IYXID0fIzTKJXDwDTCZTmuwVs9mc42yW8PBYTNkozpgdHh6OllHhZ53cixRyL1LIvUjxLN0LQ1QkkXv/JvKf/ZjitNhWrUbp3m9iX7ceCqUSpZVVnu9F+tFwnd5oCcaT6fRG1Kqkkez0I9vdW1YkNDSG7i0rZjrynbw/tdrlXJg6pHmabfnxd5pfnw2lUpGrh865+hYcGxtLnz59mD9/PmXKlOHo0aNMmTIFnU5Hx44dGTZsGJBU+GX8+PFotVoaN27MN998I+tdiiwdvxTM1iO30emN9G6b9MRq5LyjAPw2puiWpRE5FxCqpYxH9lOgMptDnheFWWXdsuxZPgUY4slz5EIgGisVjWt4FnVXilzJkiUJDQ21vA4LC8PTU+6LEEI8CRKDAonYvZPoo0cwG404NGiIa/uO2D4siJkT6QPuupXdOH8jnPBoHfY2KnR6E4aHgx+PKqymTTAyuGutLKuop08fz8v64sVVjqPj9IVfEhISGDduHCtXrqRUqVIMGTKEAwcO0Lp16wIv/CKeLgmJSZV6E/VJgZSMOBZPJpOZwDAtbRpklpyeufQj6XaavD24U6sLs8p60v8LbUReFLolf10B5MEggLe3NxqNhlOnTtGoUSO2bNmCj49Pvr5HYOB9BgzozZ49hyzb9u7dzcyZU/nmmyk0btw02+e6f/8ev/zyE5MnT39840xs3ryemJhY+vcfmKvjg4KCmDnzB0JDQzAajXz88ec0a9Ycs9nM4sXzLRXTa9SoxciRY7GxsSE4OIgffpjEgwcPMJmM9Os3gI4duwBJy6QtXboIlUqFp6cnI0aMoWTJUpb3i4mJ4ZNPBjN27FfUqFEr0z79889eVqxYil6fSMmSpZgw4RucnV2IiIhg+vTvuXfPH6PRSPPmLfnww09RKmVBHiGedPHXrvFg13a0586iUKlwatEK11faY+2Vs6A2dRCeWni0jv1n7lteaxOM6Q/NkpuThua1Sz4ywH7c/qddjr/1pi/8cv78ecqXL0/Zskn5+127dmXnzp1UqVKlUAq/iKfDnn/9+d/f14CkdA8AbUL+LqUjCkdIZDyJBhPe7tkfIVerlGisVegSjdSq4Mp7nTP/IpmT85nNYDSZUBX4l8mkz6tB1j0Xz4gZM2YwYcIEYmNjqV27NgMGDCjQ99u8eQPLly/JdD3txwkKCuTu3Tu5fu+8FnobPXoY3bv35LXXevHff3589tmHbN26i2PHDnPixDGWLl2NWq3myy/HsG7d/+jf/x1mzpxK8+YteOONfjx4EE6fPj1o1KgJOp2O6dO/55dfFlG5chXOnj3NhAmjWbx4BQAHDhxg0qTvCAoKzLI/fn6XmTVrGvPnL6VUqdLMnv0jCxfOY9SoccyZM5MKFSry/ffT0el0DB/+Cdu3b6NLl1fzdA+EEAXDbDKhPXeGBzt3kHDjOkp7e0p07opL25dROzklBdcbjlhGtBUKBbHxBpQKMJmx/D/1vvxWlJXLi5McB+TpC7+kL/Di6elJcHBwvhR+STm2eBVgkP7mXHIwDuBgr8HDw5GIuxGWban7+CT0Nyeetf4u3/UfKqWC5+t54+GR/Xk0TvbWhCbGU7+aJ9UquWfrmKz66uyUVEzOxdUeG+uCnSZj+3C9dI2N1WPv3bP2WShsBd1fNzcHywPD/Drfk2bfvn0Ztq1cuTLN6xo1arB+/fpC6c/KlcvYsWMb8+YtplSp0gCcPv0vs2ZNs1RaT/16yZIFXLp0gbCwUCpWrIyf32VCQ0MZPvwTZs6cy8GD/7B06UJMJjN2dnZ8+ukwatWqw507t/nhh2/R6RIBM126dKdHj9dZsmQBUVGRDB8+mk2b1rN58wasrKywtrZm1KhxVKxYKcvl0q5du0pMTDSvvZYU1FerVoN58xajVCpp3botLVr4oFar0WpjiYyMwMnJGYApU360ZIgFBwehUqnQaDRcunSBKlWqWtZir1+/IUFB9wkMvE+pUqVZsWIFX301iS+/HJPl/dy1awedO79quZfvvjuEqKhIAHx82ljWRNdoNFSsWJng4KAszyWEKBomfSLRR48SsXsn+uAgYqwdOObelAtOldH7WYHfvxmOST2inTzDLvn/ORntfhx7GxU21upnNvU8t/L8TTWrAi/5UfglWXEqwFDcCkY8if3VJegJDY3h6q2UtWaT+5iT/sbG67kbHEOtCiUKpJ/Z8STe30fJS38T9Uas1EqOXriPT73SWGHO0blsrJLWHTfojdk67lF91SUkVfMMCo7O9/np6cXHJwIQFR3/yH4/S5+FolAY/b15JzzfCkx6eDgSHh77RAblT4p5835m9eqVDB8+2hJAZkdQUCArVvyBWq22BOszZ87lzp3bzJgxhV9/XYK3dxlOnTrJ2LEjWL16A6tXr+CFF3zo338g4eFhzJ79I92797Sc02g0Mnv2j6xbtw13d3d27vyL8+fPUrFipSxH0e/evUvJkqWYM2cm58+fQ61W8e67Q6hUKWm0SK1Ws2HDHyxa9Cvu7p74+LwIYEkR/+ST97lw4Ry9e/fD2dmFatVqcOvWDa5du0rVqtU5fPggUVFRhIeHUapUaZYsWfLYfwP+/neoXLkqY8YMJzAwkMqVq/Dpp8MBaNPmJUu7//7z4++/dzJnzoJs33chRMFITiPXRkTTMPoqDSP9cDAmEKhxw9erFVcdymNWFP3UEmu1kn7tqksAngt5/ttLX+AlNDQUT09PKfwici157m/ow7Wsc2vhtkvMWHOW2PiMSy2I/PUgOoEPfjzADt+76A0mSpawy/E5kiuta6xVee6PWpWcRl7w87qND9/DYJA55E+j1LUsHsRkXbRG5K/4+Hhu3LjB9Ok/M3/+XP77zy/bx9au/VymBWRPnTpJo0ZN8PYuA0CjRk1wcSnB1at++Pi8yOrVKxg3bhQHDuzn889HpZk7rVKpePHFl/nww3eZOXMqDg6Oj03lNhoNXLhwjvr1G7Jo0XI+/XQ4EyeOIyws5btRz5692bFjPz4+bfjyy9Fpjp87dyGbN+/kxAlf/vprK97eZRg79iumT5/CO+/04+rVK1SpUhW1OvsPHQ0GA0eOHGLUqHEsXbqKEiXcmDbtuzRtfH2PMXz4J3z++agcTxEQQuSfY5eC+GDGftZuPEGDG4f46PYGfMLPEqwpwerSr7C8TCf8HCsWWTCuUoCDbdLPWjcnDW93rCHBeC7leYS8Xr163Lp1izt37lCmTBn+/PNPevbsWSiFX8TTSZeYlDoTkerLr95gwkqdsx84yQF9SEQ8DrYFO0r6rAt+EAfAX8duA+DqmPNRRPuHf0fJI+V5oVYlfVYMhoKf1214mPMlc8ifTqkf6jyI1lGx1CMai3yj0WiYOnUmarWa/v0HMn78FyxZshInJ2cUCgWpa34aDGnnPdra2mZ6TpPJmCFTz2w2YTAYaNGiFWvWbOTkSV9OnTrJ0qWLWLIkbar+V19N4ubN6/z77wlWrVrGrl3bmTTphyyvwd3dAwcHR1q1agNArVp1KF3am2vX/iMiIgKz2US1ajVQKBR07dqddevWALB//980a9YcOzt7XF1dadWqNf/950e7dh3w9i7LwoXLAEhMTGTduv9RunT2swfc3T2oXLkqbm5J04I6derK0KEfWvavWfM7v/++nIkTJ9OkSbNsn1cIkTfHLgWxes/VNOnjXrpw2kdcombsHczAZceKnHCpTajGtdD7l77KuqSj5688B+QajYYffviBTz/9FJ1OR+vWrenQoQNQ+IVfxNMhudp6VKwuzTYrtXWOzuNsb03wgziCI+KoVNopX/so0kp4uO5kvC7p/y65CcgLYoTcVPBBcvLyahKQF28Hz91n86GbfPNuUxztUn7WpF5T9UFM3rJ2RPYplUrLKPdbbw3k/PmzfP31eGbMmI2LiyvBwUFERDzA3d2Bv//eleV5VCq1JWBv1Kgpy5Yt5t69AEvKekhIMLVq1eHrr8dTt259evR4nTZtXuLMmVPcuxdgOU9kZCTvvvsmCxcu5403+lGlSjWmTPn2kddQp05drK2tOXLkEC1atOLOndvcuxdAlSpVOXXqJGvWrGL+/N+wsbFh586/aNSoMZBUxM7f/y4DBrxLbGwshw8fYODAwej1iXz44XssX/4/vLxKsnbtaurWrW+Ze54dbdq8xC+//MSAAe/g7OzCwYP7qVkzqYjmhg1r2bhxHQsWLLVkEQghCk5mQThmMxXiA3k+4iIV4oPQKaw46VKTf51rEmOV/WK5+UGC7sKT64A8deGX5s2bs3Xr1gxtCrPwi3h6/Hs1lP2nA4iMTbRsi0804pjDLGhHu6QR1+TR2/ykNxgBRY5H7Z9W0drENK9dczHPNnmutyYfRsiTz5GcbVGQkkdQC2uZNZHR1iO3qFPFg0peuZuPnZBoYNmOpJTo+2FaqpdLCcgTUwXk6T/nonAoFAomTPiGd955k0WLfmXIkI959dUevPdef0qW9KJp0xe4cuVSpsdWrFgRa2sNgwcPYOHC5QwfPobx47/AaDRgY2PD1KmzcHBwYODAQUydOoktWzaiUinx8WlD/foNOX06qTiSi4sLAwa8y+eff4i1tQaVSsUXX4wHyLKom7W1NTNnzn1Y1XwOAGPHfoWHhycdOnTm3r0ABg3qj0qlokKFSowZ8xUA48ZNZPr073n77T4AdO3andatk+aXjx49npEjP8NkMlG+fEXGjfv6sfcvdf9atvQhNDSETz55H7PZjJdXKcaO/RK9Xs/8+XOxt7dn/PgvLMe++OJLvP32ezn42xJCZMexS0H89udlkpOwlGYTNWNv0zTiEl6JEcSobNnv1pCzTtXQqXI2IJUZjZUCK7XqsVXWJQgvGgpzMVjsWQoLFZwnpb8fzPiHxHTpxSWcNGgTDOgSjXz9ThPKeTnmqL8/rzvHuRvhNK3pyQev1snX/g6eth8ne2t+/LjFI9s9Kfc3O0Ii46ld1TNX/d125BabDt0CkhYBWzCqjSVtPLv+OnabDQduMq5/I6p4P37E51H39srtB0xfc5bR/RpQvVzBpnbNWnuOCzfDeb6WF+93q51lu+L0WYDi1d/Pfj5EvWoevNexRq6OD4mIY8yC4wC837UWz6f6IhIYrmX8Il8AWtYtxbudaua9wzzbRd3Cw2MxmfLnq0dx+pwWNLkXKeRepJB7kaIo70Wmo+GAtUlPvahrNI66jLMhjlBrZ0641OayY0WMitwPUCgUYDZnPcotn4u08ut+KJWKXP1eL9j1gITIrkwK8EfFJlLGw4E7wTEk5GKkM/7hMeFReU8zDX4Qx8Fz92nxXClKu9tjNJnTzHEv7q7ejWDq6jMM79eQOuVccnx8tDalcJ6jvXWOg3HI3znkdg9H2+MKYS375FR1GSEvOgmJBiLz8O8x9c+X9IXbEvUpf68yQi6EECKnVu7yY/+Z+2m22RviaBzpR4Poq9iY9Ny18WK3x/PcsPNOiqZzwMFWTd+Xq8modjEmAbkociazOc2X3mRGk5mSbna5DsgTdEnBWExc3qus+14JZofvXa76RzJhQOM8n+9J4x8SC8CVWw9yFZBHxaUEKuVymTZcvawLtSuWwMMl84JMOWH7cD56nC77AbnRZEKpUOR4eUbLHPIsCsjFxutZ/88NPn6jfo7Om599fJoZjCYMRnOeAvL4VJ8T/5BYdhy/Q5Q2kd5tq1jmkKuUCgnIhRBC5Ej6YNwtMZKmEZepHXMTJWb+sy+Hr2ttAm3cH3suCbyfXhKQiyKnfxjI9GpTmYs3w/G7G2nZ5+WaFJwlF3rLifiHx8TE5/1LdPJIa0xc2nOZTGaUyuIfHOV14kp0qgJ8rzQum6tzlHKzZ0TvvAetAHaahwF5DkbIB0/7B596pRjYMWcpycbkKuupUnDPXAuljIcDHi62XPOP5OC5+7RuVJaKnrkvyGI0mRg87R86NivH6y9WyfV5njbJD+si81BwLT7VAz/fy8H4Xg4GoOVzpZix5iwA7i62RElALoQQIhuOXQpi+Y4rJBrMYDZTJiGEZhGXqBoXgF6h4pxzVU661CLSyvGR55Eg/NkgAbkocskjUBqrpGITqZV0S6rkln6EPCJGxw+rTjG8d328XDOv9pZc8TteZ8zVsmmpJY+0pu9fTFwizrkoYPakSV6r3ZTLyDwqTk/dym50aFqOGuULfzmO9Gw1SWnv2R0hT047P3guMMcBucGyDnnSOXSJRuZsuICdRs3cYT6WB0P+wTGWgDwkMp75my8ypFttvLK5Zntygbo9/wZIQJ5KciaMNsGA3mDESp3zKQ8J6T4nzWuX5NilIDYdumn5bHi62HLlzgPMZrNkKAghhMhS8qi4wmyimtafZhGX8NaFEafUcNi1LqdcahCvsslwnAIY1LWWBN/PICkRLYpc4sNAw9pKSbwubXp5jXKuKEhaSzwwXMuD6KRRsBNXggmNTODvfwPSnw6TycyXi32JjddbltJKP7KdU8kprfE6A8ZUS2mlrgRfnEVpk0a4U6f9xusMTFjsy/V7UY881mw28yA6gZIl7J6IYBxApVRiY63K9gh5bqZEJEv+PCQHbreDooGkhwEGo8nyYCjg4bQAgKV/XeF2UAx+dyOy/T66h9M6noKEjHyV+u8uWqsnIdHAmr3X0ixXlt1zVPZOWh7x5cZJSz6lTmV3d7HBYDTnaBqEEEKIZ8uxS0EcOnWX+lFXGXx3Cz2CDmBnTGCXR1PmVejJYbf6mQbjapVCgvFnmIyQiyKneziyqLFS8cGrdVi15z9uByVVOnRx0PBcZTeOXAxk+/E7qFUKFo560bKsVWK6L917Tvrzv73XLK89XW25FRhDlDYRB1srrHNZMCx1YBeVKghPCmRT0o02HLhBnYolCryyd35LfrAQkSrtNyA0lvthWgJCYh9Z9TxKm4jeYMqXud/5yc5GTZzu8fUD4hIMHL8UlOv3SR4hv3E/mjP/hRIUkbLM3vWAKMt0i4CQlOqdV/2TpmXkJGvDMm1DAvI04lNNZxn161HLn53tren4fPkcneOznnUBLCPgwRHxljYlH2YyJOiMliX6hBBCiGTG2FiurVrLh+GXsTcmcF/jxqaSPvxnXw6zIuvf95KWLiQgF0UuOai2tlJR2fDQPsIAACAASURBVNuZMW825IMfD1jijua1S3L+RjiQEvyoVEl7U4+Cxcbr0wTjAJ6udtwKjGHW2nPExuv5bUzbXPUx9ahYeHRK0Jp+hPyvY3f469idXL9PUUl+yPAgOmWEPORhMJJ+ObrUzGYzV24njfJ6uGR84luU7DTqbI2QL9txhX+vhub6fVJnTMzZeIFmtbxQKRUYTWbuhWnTjJCnT3fWP+Leppf8WVdIRJ5GVtkNORnJjtcZUQAOtlYoFArMZjMaK1WalRSa1y6Ju7MNbs5P1udcCCFE0dKHhhKxZycRBw/yvEHPdTtvfF1r42/jlWnF9BcblKZ/+9wt0ymeTs9sQL718C3idAb6vFS1qLvyzEsOyDUPRwutrVS8/mJl6lR0A8DNKeMX4OT5tKmrs98P02Zo52xvDaTMkTaaTKiUOZ+pEa8zYG+jRptgyDRohZSU5eIo0pKynmAJGkMjk65Nb8g69XfvqQBW/530EOSJGyHXqNOkHGclNDJvy+IlPyRKpk3QU87LgXthWkIi4jE8DNhj4/VEx+ktn0l49MOO9JI/8xKPp5VVQJ6Thx0JOgM2GrXlYYlCoaCEk4bA8JRsB1uNigZVPfLWWSGEEE+NhNu3idi1nZh/T4JSiZ9TJY441CRMk/VqNRKMi8w8swH5mWthRGp1EpA/AZJH/qytU9LJOzZLSTV1tE+bHmo0mSxVkVOPkAc/TBV+saE3+0/fAzJWD4/XGXGwzV5AbjabOXc9nMt3HhASEU/FUo7cCoyxzGMHuPNwvjCQ6dJtxYHZbCY2To9KqcBgNJOQaMRWoybEEpBnfV17H95nAPcnbOTQzsYqzd9VVjTWeVv33GhKF5DH69FYqfB0sSM4Is5SxwAgKFyLk13K5zmrpdIyk5d57k+z9AXZkmX1uTWbzVy89YDaFUugfBiAxycaLIUAk7k52VgC8rqV3XL1IE8IIcTTxWw2E3fxAg927SDe7womaw1n3GpzzKEGseqsi7RqrFQM6FBd0tJFpp7ZbxgRMQlExSbmaFkkUTCSi1VpsqiO7GRnneb12AXH2XTwJpAU/CQLiYhHpVTQ7+WqzPm8FY2qedDp+XKoUlXBymzE1GA0cej8/TQj3A+iE3hv6n5mbzhvKRyXPAKcPELuZGfF7aAYzA+j/sRUI8m5rVZeUOIS0hajSy0h0YjRZLZkIiQ/5Ah9TMp6VKyO4AdJAYuDrVWuqlsXJFuNOltpyzZ5DcjTZUb4h2ixsVbjVcKW4Ij4hw+BkoLwwPC4NAF87lLWRWrJD+fSLz+YmEVmx4Wb4cxae44dx+9YtiUkGrGxTvt8Onn1hsqlnfj89Xr52eUCExYWxt69ewGYPn06b7/9Nn5+fkXcKyGEKP7MBgPRR49w5+svuffzTPTBQfyfvTcPjKq89//fZ845s89kskw29k0CAQ27KKJWxQ1R06rFqlfbK62li98Wa7/K97b0q9xWbXtrf7a91np7a3v1S0GLK2AFBQQVUFmSAEKAANnX2eesvz/OnDNnJjPJJDmThTyvv5LJmec888yZyXk/789y5uKr8Zsxt+Ndz9wexbjDSuP3P7ySiHFCWkalIOcFCb6QIuQa2rqHORMGl6iuynoqkgVTa1fc9ezSVU9v6gijIMcK2mSCw8pideVs5DgtcOtChFMJ8n/uP4f/evsoPvi8XnvsfIrwd02QxwqfTRvrQTAiaHmm+gJzXcOs+vp3/mMnfvfakZR/Uzel8txK+zb1/ejNIW+Pve7vVM7Gf3x3iaHzNQK7NbMccks/C/2pJIesC6IEM2tCUa4drZ1hBCM8SvLtsJpp1LcFE9azLyHrqkNOOm4loha7K8xNTJmIpokoUDdEDte2x8eICrAlfc8U5dkSjh8J/PjHP8bZs2exd+9e7Nq1C7feeiueeOKJjJ8fCASwfPlynDunbELu2bMHt9xyC5YtW4Zf//rX2nE1NTWorKzE9ddfj8cffxyCQDa2CQTChYkYDqN96zs49b8fQeOLfwQAFD3wr3i14m68HBqHKG3uZQTg7uumZ3uahBHOqBTknYF4DnA9EeRDjupi2tNULu6p568vyGnOdnNHCIUpepK7bPFxUwnyI6eUgnFq5WtAaZ2WjMdpgc1C42ysfZXaI70rqIhvfch6a1c8t/zJv+zHpg9Opn0N2UZ9LZ990Zry78GIsjmV61Ic8ggnIhwV4I9tWiXnkJ9p9CPCCdrnKNdl6eZODgfUHPLeohWSL6++uNYtnWFEeRE3XToBv1x9ufa41Uwj322BKMlo7gjDbmEwptCJxrZQQiRGnxxyTWAOv7UeSiKcCIY2IT8nUZAHwqkr7KuBIvrN2DAnwmpJdMjVqurpxhmOdHZ24v7778fOnTuxfPlyVFZWIhwO9/5EAAcPHsTKlStx+vRpAEAkEsFjjz2G3/3ud3j77bdx5MgRfPDBBwCARx55BP/2b/+GrVu3QpZlbNiwIVsviUAgEIYEobMDLRs34NSPfoDWv/8/sEXFGPP9H2DCT/8vnq+zo/qsv/dBYhBnnNAbo1KQ6yvnNrSGejiSYDSSLHcTeIEwD4pSHM2+IsvQio91BTnkurrvVLoSHPLEcwuihKNnFCF+pLZNCz9PFersD3GYVOLWHHo1Z9oXE+T6fHb1MUBph/XW3jMYKvTzSlV4rptDzovamgKJolGUJKz78z48/fLnWs9yj9OSlXkPFLuVgQylTVVPJDupES5zt+/RP+wFANAmKiEH2czScDuUdekKcrBZGIz1utDQFkpw1HsqmKfS0BbE13++HYdOKhsqRI4notQ8oOFxJV6H6YS0GsruD/Ha5z3Kid0iJQpjgtw/ggQ5z/PgeR67du3CZZddhnA4jFAos/9xGzZswE9+8hMUFhYCAA4dOoQJEyZg3LhxYBgGt9xyC7Zs2YLz588jEomgoqICAFBZWYktW7Zk7TURCATCYBI9fx6NL76A2kfXoGPrO7CXz8b4tT/BuDWP4tV6M77xix2oOdPZ+0AxHNbhlc5HGJ6MyqJuasixmTURh3yQ2bjjJLZ8UofnH7kKDK3sBwXCPBxWViuw1BP//ZPr8ebOE/j7jrjj3NgeQnGeHYEQD6cthSC3p3fIuwIcJFlGYa4NzR1hcIIEC0sjEIrfhJdPykNVrAiUJAPVsTZfBTFHzqc55HFx5Q/x8AU5OFxDfzOvD4s+1xLAxGJ3wt+DmiCP55Crr4miEp+vitdTDT6UT8oDRQFux/DsyWyPOZ6hKJ92sycU4bsJrjAnwpU+FSwlFKWEvpsoCpIsw2qmkeOMX4tWC4MxRU588Nk5LSIByMwhP92o7MJXxa47IU0tgNFKJCrAaqaRm7QxlE5I6zeo1AKGnCB2S5kpiH0ebsqwl/lw4JprrsHixYsxY8YMzJo1C8uXL8fy5cszeu6TTz6Z8HtzczO83nhV+cLCQjQ1NXV73Ov1oqmpqU/zzM939un43vB6XYaON5IhaxGHrEUcshZxUq2FLMvwVVXj/Gub0bH/AExmM0puWIbSFcthLVbc7d9v/Bw7Pqvv9tyeoCjgW5WXDNv1H67zGiqGcj1GjSDf9kkdFpUXI8dh1hzy6eNySQ75ILP7cAMA4MW3alC5dDIKPDYEwrxW9Ko38txWlOY7Eh5rbA8hHFUKk6UaR18UTnW+RUnC2x/VYWKx8uErzXeguSOMSFRQBLnuZr5svAc/vEtxg4K6nOSCWN9tXyyPPaoTV22+CB7+7W7Mn1GU0evKJvqNgtMNflSdaseSi0uR4zBDECV8cU7Z6c1zxXPIVYe80GNLEI1RXVh+U3sIOQ7zsK0+rYrwUEQAclIf853/2NXtsXRVu3uiuSMMiqLAMBQ4XulhrW9vZjPTGFeoXGvnWgLa43wGrfKSr2mOlyDJckYbWKMBtSBbcUHi94IvyCHKd3e+OV1ERDDCK4Kcl2BOKkpoMlF48cdfyt7Es8D3vvc93HnnnSiO3UA+88wzKCvrX3sdSZIS0oXUdojpHu8LbW2BlGlB/cHrdaGlJfPQ0QsZshZxyFrEIWsRJ3ktZElC4NP9aN/yDqKnT4F2upB/6+3wXPUl0C4X/AB+99d9fRbiAOC0MVh57UUoH+8ZlutProtEjFoPk4nq16bzqBDkvCDhle0nEOVF3HL5JHT4orBZaEwqceFIbRs4XoR5gIWdCJlRWuDA8bOd+Ki6CYIo4du3z0YwzMNp71mQ//SBBWiMVfRWi7SxjAk2M43GthACYUUUu1KMk8ohP3iiDa/trNXETkmBHZ+fUNzRHCSGu+pz2yeXxt1ll42FxUxrudZ64Xsulme+v6ZvzlE20M/rL1uPAVAKVa24fBI2vn8S2/adBRB3yF9+7wsU5drgsDJwOcxJgjw+1qHaNpTk9dFKHkRUhzwcFSCIEp586QAmFbtwz7Lp3XLeZ0zIxZLZJfjjm9UZ9S5PRpUWakX/ZEGe47RgTKHyBa3WIAAya5WXqjUaz0sDbtd2oRDhFIf8xsUTEQ5x+Nu7xwEo6SxnmwKYOjYHv95wECX5dnz1mmkJG2fBsICCHCUKxMwMz42lviBJEt566y188cUXWLt2LT744ANMmzYNNN33a6W4uBgtLS3a7y0tLSgsLOz2eGtrqxbmTiAQCCMBKRqFb89udGzbCr6lGay3EIX33Af3ZUtgMiv/u1/aerTPQnzGBA8eWTk3G1MmXOCMCkHOMibku61a5ex2fxS5LitKCxyQoTis44tI2MZgoO/JrIoif4jvtYf1+CKX9h6pRdp4QULZ+Fx8erwFMyfmKX9LKch1OeSx/GA1T1gV3qrrrooxvSDXz9ltN6PQY0NzZ1jJE7az8IWUsPcuXZj3uZbhE3mRqpK32tLs0Mk27TFVQHb4o+jwR1Fa4ICZMSWIcH2+dZQTE0TncEPdSAlFBHx6vAVnGv040+jH7Cn5mDPNm3BsnsuiFekLp6nOLcsyPqlpxrzpXjC0Scv/Hl/oxMprpwGA5lpbzHTCJt+UUreWa6+vwJ+JQ57qmAgvEkEeIxy7Ds0sjbHeRJf8VKMP44qcOFzbhsO1bbjtikkJG1ShSHwzjU3T5WEk8dRTT6G9vR2HDx8GAOzatQstLS1Yu3Ztn8e65JJLcOrUKZw5cwZjx47Fm2++iS9/+csYM2YMLBYLDhw4gHnz5mHz5s1YunSp0S+FQCAQDIfv6kLr5s3o2rEdYsAP6+TJKPjKHXDOmYe/vnscO361u99jEzFOGAijQpADwBivA/UxQd7hjyDXZdFEWH1bkAjyQULvPqrCJBjhtdDxTNAL7K9dNw0//s+P8M/9isubKodcH7KuFnXTF/ZjGZO2IRBJIciT848nj3GjzRcBQ5vgtpvhC3J49YNavB3ra5zvtia0ZlNJFT47GKRq/9TQHkK7L6IJEqB7ezm3nQVLmxLWQi/OgcSCecMNmxqyHlUEeY7DjHBUQNWpdsyZ5k0ocGdmae31pwtZP3iiDf/5ehWWXzYRlUsnIxS7lpZWlGrXmEnnkOsZX+SCNVb0Tb+ePN97UbdUhfiS34fRTIQTUZSrrK3aS5w2UXDaWZxu8GNKaXxz7K29ZxLWLhgRIEoSREmGhRn5Gxx79+7Fa6+9hsrKSjidTrz44ou49dZb+zWWxWLBz3/+c3z3u99FNBrFlVdeiRtuuAGAEgq/du1aBAIBlJeX47777jPyZRAIBIKhcM3N6Hh3C058uBsSx8FxSQVyr78RBzk3nv7ncQTffX9A4189pxT3Xt+/9CACARhFgry0wIHq0+0QJQnt/ijGeJ0oyrODokil9cEkzIm4eEo+HFYGx892QpZl+EO9h6zrsZhpFORYceOlE1CYa4fFTGvh7KnGmTEhFzcvnoA9Rxq1DYE2X1yQ5zotsKnhzTHx6tP1N7eZEz8mNywcjymlSlKyy25Ga1cYWz+p0/5ekJNakAfD/JAIci6pkvecaQU4VteJn/7XvgRxyCaF7DpjIjNdyDqQOiJhuKCGrP/13ePwOMwYV+iEyURpxdEiuo0KXpC6XQPJqE61urGnXks2Xbss1SFXxb2FpRHlRbCMCRaWBkXFBbnVTGtjnm0O4OCJVty0eEK33PBUhd+4NHMcjahF3QAkFGYryLGiKxjF2WYlJ6xsvAdv7T2Di8Z5tGNCUUFLG7gQHHKGYWDS1XQwm81gmL79m9++fbv28+LFi/H66693O6asrAwbN27s/0QJBAJhEAjX1qJj69sIfHoAFE1DnDUPf+kqRmMwB3j1PIDzAz7Hg7fMJG3NCANm1AjyMQUOCKKMhtYQfAEOeS4LWMYEr8dGCrsNIuGogKJcGwpybPiouknL7820qJvKUw9dpv1stzCa4+1KMY7FTOPLV05B1al2BGNiSN8nfHKpW+tBHI4K6ApyqNeHnCfVK9KHzxfn2XHkVBtEXYGifHfq8PtAmNfytI1ClmWIkqxVrE+FKjhuXTIJzR0hTCx2J/Qkf+CmMniclm6Fmdx2FhFO1AShIErd3HZXioiE4YLahizKiWjiwphQ7EJRrh2HTirt7fSt7UJRQdt4SeeQqxsWalSB2i7ObumehqFuvDz97fh1SlEUrGZGE+RKdW9lbbd+Uoc9RxpBUcDNiycmnFdtk/bkg4twptGP59+oRoQ45BpqUTcg7pDLsvJzKCLgbHMAFjONf10+E2t+twfHz3Yix2FGV5BDc0cYL7xZDQDdirqNRC666CL87W9/gyiKqK2txZ///Od+F3UjEAiEkYgsSQgeOYSOLe8gfPwYIiYWn+WUY7+nDMGAHTDoq56hKTxw0wwixgmGMHoEeSy3sPp0O2QAubGK0qX5DjS0EYd8sIhEBdgtDAo8VsgyUNvgAzAwp9VuVQQ5baK6hV3r8TgtmnPdpnOwK6+crAmoCCfi0IlWyAC+dWs5Dp1sw4Qe0hlmT87DFp07DsSLziWjr9BuFG/sOY1/7DqFP/zwyrSFCVVXe3F5EQpz7fhcJ8a/+qWpuOLi0pTPc9vNEKUoOEFCfWsQa1/4GPOmJ+ZeD2eHPLn6u93KaqJalGSEde9HKMLDzJpAUfE6A8moxdWO1nVi2yd1GONVirSlcsjV/O7kjSarOd5Sz25htM0ORyzf/UhtezdBrh7jcVoQ8gjafAmAJMuI8mJCRIKKzUyj3RfB2eYAxhU6kee2YkqpGyfrfXDZzQiEeS3NBMAFUdTt8ccfx/r169HW1oaVK1diyZIl/cofJxAIhJHE3qpG/PWtI5jaWYuFnVXwcl3wMXbsy5+PgznTwJmMvVdRK6gTMU4wCsME+fPPP49NmzbBbDbjpptuwkMPPYSamho8/vjjCAaDmD9/PtatW9fn8DmjKMl3gAJw5FQ7ACDXpTiVxfl2HK5tI22EBokwJ8JqYTAuVnF6X00zAKW9Vn9xxASR22Husf2Ox2nGifNdOH62E80dYSy/bAJuXTIJtMmkiZ5wVMD5lggcVgYLygqxsJe2ZdPGeUBRiiOnMmNCLt75OC7Si3JtaOoIa+68kew+pLSRa+2KoDSp7ZOK6sKqYkXdjALSbx4AitgORHjwgoS6WNjvgWMtSccMX4c8GYeV0SIJBFFKqGcwscQNiqJgMzNanYFk9OH6r2w/gW/fNgtAokNOp8khV7GaaS2aw2ZhEPIpG0NirLd4qs0ANaydZUxaSobqsgcjPARBQk5SD+7RghqxoTrjFrPy/l48JR9WM4MIJ6LDH8XiWcpN07giF07W+2Axm2C3MlqHBAAXRKcNp9OJ9evXD/U0CAQCIavsrWrEf79TA06QYRE5VPiO4+udNXCJYTSbPXijaAlqnBMhUcZttBJHnJBNDFHHe/bswRtvvIFNmzbBZrNh9erV2LZtG5599lk88cQTqKiowGOPPYYNGzbg7rvvNuKUfcbC0ijwWHHsbGLPZY/DDFGSEYoIfQ6bzjaiJGHj+ydxZcUYFA/j9lKZIoiSkqtrpjGu0AmrmdYEpXcAglytpt1bxW+Py4JAmMfP//YpAGDhjCLNRWUZExjahDAnIBQV4LT3LO5VGNqEnz6wEJ/UNOGtvYrbNmtyPi6fXYyPqpogSjLGFbnQ1BHWqrAbier6N3WE0gpyVbSY+yjIbVYGLGNCOCpg18GGlMcMZ4ccUKIc/rC5CoASSUHTynsqiLImyP91+Qxt48VmodOGrCfncvtjdQZsKULW06GP4LDpHHI1LD2SIjdcdeZpE6V9R6ku+w+f+xAcL424ftlGob6HasE82mTC+lWXItdlwab3T2qbH+oGYL47fu07rGyiIL8AHPInnngi5ePEJScQCCMdvQgHAJcQxOWdNajo+gIWmcdpWzHe9lyGU/ZSpd2NQVhYGvfdMJ0IcUJWMUSQV1dXY8mSJXA6lZueK664Ai+99BIikQgqKioAAJWVlXj22WeHTJADwJgCJ1o6lXDd3NiNmerw+UPckAlyUZIginI3h+Z0gx9bPzmLk+d9+PE9c0e8g68vgkWbTJg21oPDtW1gaBM8rv47fKog8vTiEur/vvSSUoyNhRzHx6ERiYoIRYQE17M3xhU6Ma7QqQlyAPjGzTNRkGPD5t2nUOixgTZRCZXdjcLjVK7f5o5w2mPUom5quLa+8F2yIP/56iV45q/70doVgYmitLzamjMdKcce7oJ84YwivPh2DThegt3CaJEMgihpbvSUMTmac261MGmLunFJedtnmpSoAX0V/gdvmYnNu0+l3WCy6goE2q1xQS7GXPBUmwGCKIFlTIqDb2FgoigEtHZdvbdNu5CJaA55/LtT3bxURToAjIt91vNj3RT8IR45DjMa2+NjXQgOuccTL1jH8zx27NiBhQsXDuGMCAQCoX8kC3AVb7QDCzurMNN/ChSAo84J+NhTjiZrvmHnJlXTCYONIYK8vLwc69evxze/+U3YbDZs374dDMPA643nm3q9XjQ1NfVrfK/XmJZkU8fn4vMTrbCYaUwYmwuKojC2RBEytJk17Dx9HecPrx7CsboO/PrhKxMe/7BaWa8T57tw+HQnrl043pD5JWPU6+4NMVY8r7DACa/XhcUXl+JwbRsEUUJRoTvjcZLnWxC7AS8qcPT4WiaMid+sPnLfgm5/d9rMkCkKvCjD47L0e13U51ExkVeQZ0dejhVhXjR8rZ2xTQZfWEg7NsMyYGgKJcU53f42eXxeQriz1wt8584K/PSPH2H+rFLs+rx7BVIzY9LC4CeNy9MK4g0FmawnQ5vA8RJKCt0IRxUhm5NjB80q9QvGlXq0NXDZzRBlOeW4TNLrrGsOgqKAsaUezRn3el1YePGYtHNx69Y6L8cGXhBRUOAErathkHxuxszAzJi0x10OFqJMJRyXrc/wYH039JeOsLKBURybp36+BbnxiJGLJhcgz23F1PFqqL+Ah1fOxf/900daioI39r00mOTnO3s/qA985zvfSfj9wQcfxEMPPWToOQgEAiEbvLT1KHZ8Vp/6j7KM8eEmLOo8gimhenAUg89ypmOfZya6WGO+R4kTThhKDLmTXrx4MSorK3HvvffC4/Fg8eLF2Lt3b0LIryzLGYUAp6KlxW/ENJEbc/M8TgtaWwMAAIlXbujO1neh0DXwfFiv19Xn+R4/044T57pw7GRLQhXuz481I99tRa7bghffOIKpJU6t+JNR9Ge+/eVco3IePiqgpcWPWRPiAjnTOaSarxRzgM0mqsdxKFE5zm5hUh7HMhQ6usLoCkThtrN9XpeH77gEEU7QnjdnSj5e33kSM8d78OFBFo2tQcPX2hdz3U/Xd6Udu7MrDDNDp/x7JBQFF46H0nu9LozPtysh0KKIptjnRA9FUSgb78HRuk74fWEMztXTnUyvXfVbR+B4hGNh5k0tfjTHNohCgYi2BoyJgi/ApRy3o1PZvHtk5Rw8/fJnON3gQ47DjLa27muUbr4UdDv9sgRJBhqbfAjG0hk4QUJDY1dC1Xy/PwKaNmlzslsYtLQnXkvZ+AwP5ndDf2loUjZVorH3Tz9fkY9HG0RDUbREedCyspEUDPModlvw/z28FN/4xQ4AQCgYGdTX6/W60NYWMFyU63E6nWhubs7a+AQCgdBfehTgMShZwvTAGSzqrEZJtA1B2oqdeRX4NOciROiBda0hApwwnDBEkAcCASxbtgwPPPAAAOCFF17A2LFjsX//fu2Y1tZWFBYWGnG6fqNWWs/ThUerIbf+sPH5vZnSHuuJXXW6Xat4LcsyTpzvwozxubhh0Xis+/M+bPm4Dl++csqQzXOgRLjEfE+njcW3b5ulpQ/0FyEW7mvpocI6AG2z45p5Y1P+3RrrGR2KCglhyJly8ZTEcKlxhU5sfuZWtLT4keu04GyL8e311DDqzkD6cHhOEBP6M+vpLQ2iLUU/9Sgv4vt3XJKVInXZQHWvHVZWa1WmFnVTaweoWC0M2nzdXzOghIfbLDRmTMjV2mYV5PTthiAhZD3muPOCpF3DAPDi2zX4+k0ztHnxogSWjr9PThub0D9+NBNJKuqmR/+YupY5sRQPtY6CfpP4Qmh7ps8hl2UZVVVVmDx58hDOiEAgEOLsrWrEi29WQ5R7Po6VeFzsO4EFnTXwCAG0sW68470UR1xTIJr6911tYWl8545LUD7e0/vBBMIgY4ggP3fuHB599FFs2rQJ4XAYGzduxJNPPonDhw/jwIEDmDdvHjZv3oylS5cacbp+U5JvB0UlFrXSBHloaG5wJUnWxFT16Q5NkLf5IugKcJgyJgfji1yYWOxCbb1vSOZoFGq1aH3xpPllA9+kUcOn2R56cQOKkPnN95akrRVgZmmEokKfc8gzIddlxeHa9gFFiqRCrfzt66FgXJSXuuXHrl91Kbp6EPEqt10xCe2+CE4mXXsWlk5bSXy4oW462JKqrEeiAmxJmzg2M51QfV0PJ4iaaCvOs6MryGk5yZmiz3VWxxIlGYKuj/1HVU1YUFaIOdOUlB9ekBI2DZw2Fi2diTUDRmuXCHVTKNUGmj6HNc9fDQAAIABJREFUXMVEUfjBXZekLJJ5IRR10+eQA8CKFSuwYsWKIZoNgUAgZC7CAcAuhDGv6xjmdh2FTeJwzurFewXz8YVjXMaF2npyvkdC5BdhdGKI6igrK8OyZcuwYsUKiKKI+++/H/PmzcMzzzyDtWvXIhAIoLy8HPfdd58Rp+s3LEOjculkTB2Tk/CY1UxrFZMHm64gB1GSQZsoVJ9u126sT5zvAgBtriX5jrSFtUYKagEr1uAb37Gx6uKl3tRVxvX01KbLzNJo6QxDEKV+OeQ9keuyIMqL2HOkEZfPLjFsXLWoVzAiQBAThVv8GLGb+1ecZ8+ocn9JvgOPfm0uVj39PoDuUQAjgZkT87C3qhF2i5JLDyhVzSO82M1ZtfVS1E2NNCjOt+PY2c5+C3LaRGlzEUVJK+qmot9gEUQ54TPjsrM4XNuOf//rAe0xXpBGzAaJkaiFElMVdEzlmgPArEmpr+ELoahbcg45gUAgDCaZhKGnIpfzYWFnNWb5T4KVRRx3jMPHnnKct2Vm2pAibISRjmGqY/Xq1Vi9enXCY2VlZdi4caNRpzCEmxdP7PaYy85qbYQGm3a/Eh47Z1oB9h9rwbnmAMYXuXDynA8WlsbYQkVkluTbsedII8JRIaHN0khCbe2USjQOhKvmjMGkUjcmFmdeGC4VZtaEzoAihIx2yBeXF2Hj+yex9ZOzhgpyfW9sX5BLqEGgoheS/YGhTbhobA7mTi/EsgXj+j3OUHH/jdNx46LxcNpY0KpDLkiIRMVuaQ4uO4soJ6KtK9JNbHO6SAN1M6Mgp2/t+qxs3BVX5yJKsvbZUGlsD2k/JzvkpfkOCKKEL851JRwzGgV5my+CHIc55SaffvMjE4zeKBxM5syZkzLyRo3I+fTTT4dgVgQCYTTQXxEOAKWRFizqqMJFwTqIMOGIezI+8ZSj3dy9CK0ekv9NuNAYmcrOYFx285A55B2x/PElF5dg/7EWVJ/uwPgiF06c78LkUrfWJ7s4TxHmje0hTCoZmPAcKvik9ltGQVHUgMU4oIQQqwLXZrBDnuO0YO50L863dC8A9r3f7ML08R6svn12n8flBBEOK4NgRIAvlFqQ84I04HDcH98zb0DPH0pYhsbYWB9qNa1BkCREeTEhhBwAFpcX4x+7TmHLx3X42rKLEv7GCZIWaaD2fPd6+uiQ6zZ6VKEoSDIEUUrIDa9vjQtyte2Zyrii7pXAOV4Ehqht41DS7o8iL00NCnXjMtPvm4FsWg01b7755lBPgUAgjBL6EoKeElnG1NA5LOqowrhIMyImM/bmzsaBnDIEmdSb3AxN4YGbZhABTrhgIYIcgMvGZqVHdCa0xwpITS7NQUm+HdWn27FoZhHONgdw0+IJ2nEl+Yoj19AWHLGCXHUBe8v1Hir0N+R2i/HihjFREFP8BwuEeRw41tKvMaOciIIcG4IRf9o8ck6QegzVH03Q+pB1ToTDlvgVmOe2YvbkfFSfae/2XI4XYYldI+UT8/DNFeWYOSGvT+efrPvsqoJcFCUIoqxE6sQEeZPeIRelhM/MuMLuVbl5cXT2I2/3RVCanzpVRd2EylSQq5ufI5ExY+Kt9qqrqxEKhSDLMkRRRF1dHe68884hnB2BQBjJPP3yp6g50zngcWhZRLm/Fgs7qlHAd6GLceCfBfNxyD0NnCnxnos44ITRBhHkUBzyuubMWhcZTbs/CjNrgsPKYObEPLx34Bx++NyHAICLxsVDdgpzbaBNFBraQumGGvaoOeTMMA0N1Yf8Gp1DDihiUJSMFU5RXoLXY8WZJj+60ghyIxzyCwVWH7LOCchP4a6O8TpwuLatW04+J4hw2pSNDZOJwqKZRX0+/xhdnQN9yLooSXDoHO6ILhWBF6SEFIpURQl5fvQJclmW0e6Lps0Jd9lZmCgKd149tcdxbrtiErYfOJeNKQ46a9euxXvvvYdoNIrCwkLU1dVh3rx5RJATCISMGLD7nQKLyGGO7xjmdx6FUwyjyZyL14uW4KhzIiRK+T9IBDhhtEMEOZQbN3+IM7wCdia0+yLIc1lBURSumz8WLG1CrsuCkgI7Zk6Mu28MbYLXY0PjBSDIh61Dzugd8iwIcpOpW67wQJBioc5ejxLilc4h5wVpROfHGonmkGsh693f59J8B0RJRnNHGH96qwZjvQ48cNMMJYfcPbB1pCgKty6ZBH+I0znkyvvo0glt9bMCxELWkz4zz3z7Mqz53R7td04YfYI8FBUQ5cW0IessQ+OFR6/udZwVl0/CissnGT29IWHPnj147733sG7dOqxevRoNDQ144YUXhnpaBAJhmJINAa7i5gOY31mDS3xfwCILOGUrwZu5l+O0rQSglMKm3yBh6AQCACLIASgOuRrCOtgF0/Q5kIW5dtz5pfRuTkm+HQ3tI1iQi9mpsm4U+irL2bgOFIfcuP96ar67y25GvtuSti0eJ4jDds0Hm7hDLiPKdS/qBsTzw+tbgzjV4MOpBh8euGkGoimq1feHW5co4u/giVYA8aJuDhuLb982CwdPtOKTo83a8YIgdYsqyXNbYxuJSoi7Wp9hNNHWpaT75KeomzBa8Xq9sNvtmDx5Mo4fP45rr702oTd5f3j++eexadMmmM1m3HTTTXjooYdQU1ODxx9/HMFgEPPnz8e6devAMOR2gkAYKRgVhp6Kwmg7FnZWY4b/FCgA1c6J+CS3HM2WPDA0hQeJCCcQukH+g0Lfi5wbfEHui6QNuUymON+OQyfbIErSiMx3FGIuXqZVjwcbc5ZD1hmTydCQddUVNbMmVEzzYufBekQ4oZvry+uKkY12aH0fcq57UTcgXkG9oS2Y8DgnSIYW/ornsyttzxjahPllhTjbHIAgSFrEDi9KWos0PfpNltHokLfH6n7kpnHIRyMsy2Lfvn2YMmUKdu7ciUWLFiEU6v8m7p49e/DGG29g06ZNsNlsWL16NbZt24Znn30WTzzxBCoqKvDYY49hw4YNuPvuuw18JQQCwWiy6YZDljEh3IBFHVWYHG4ARzH4LLcMUypXoHLxDFRm4ZQEwoXEyFN1WSAuyAe39ZkgSugKcGlDLpNRQ2lbOiNZnll24GPVogc7LSBT1JB12kRlJeeapilDQ9ZVh9zC0ri0vAiCIOFv7x7vdhwJWY+jrkOEEyFKcspWYRYzDYamun3OjF5HxhTPIedFGUxso4phTJBjjwPKRhabYkNF/xg3CnPI1YKYeS7ikKusWbMGr7zyCq688kocPXoUl156KVasWNHv8aqrq7FkyRI4nU7QNI0rrrgCL730EiKRCCoqKgAAlZWV2LJli1EvgUAgGMzvN36Or/98O/74hvFinJIlzPCfwv3n3sLK+n+iiOtA8PLrMeM/foO7n34UixbPMPaEBMIFCnHIAa0C9WAL8s5AFDKQslVVKop1ldZVF28kIST1Ux5uqOLMbmWysmlAp6my3l+4mCA3szSmlObg8otLsK+mGd+4OX6MLMvgiCDXUKMzghHls57KIQeUa6G5I9FZNFqQqw65KMUdciAeVq/2H0/nkFt0c7mQQtYFUQJtonr9DLb7oqBNFHKcpIPA0aNHUVZWhoqKCk0ob9iwAX6/Hy5X9zZ5mVJeXo7169fjm9/8Jmw2G7Zv3w6GYeD1erVjvF4vmpqa+jRufn73TgEDwevt/2u80CBrEWc0r8Xa3+/GwRNtWRuflXhc7DuBhZ3VyBGCsI0pReltD6HwqqUwmYf3d/Jovi6SIWuRyFCuBxHkgFZMabB7kbfHepDnuTJzyEtiIryxLQRMy9q0sgYvDm9hqIYjZ6OgG6CIQUmWDSsemFwkL9dpAceLCeOrjvxI7rFsJKroVduLpcohB5RNjubOsPa7LMspi6sNBDXtRCnqJmsCXf2MbP/0HC6bVYJIVEx5TX7z1nK8tPUYjtZ1XjAh64Ewj+/9Zhe+dt1FuGbe2B6PbfdHkOuywDRMI24Gk/vvvx+TJk3Cvffei2XLlmn53AMR4wCwePFiVFZW4t5774XH48HixYuxd+/ehO+v/nyftbUFIBlUT8PrdaGlxW/IWCMdshZxRutavLT1KHZ8Vp+18SuKzbg7pwmdO7ZDCgVhnToNedffCMclFaBMJrR1RQEMTRvhTBit10UqyFokYtR6mExUvzadiSCHziEPD45Dvv3TcyiflId2vxJymZuhQ263sshxmFGflNs6UhAEYwWN0ah51tnIHwfiYlCU5JSOpyTJMPUhv15129WxLGYaMpR8YtXtV53T4bzug4m6VqogT1VlHVAc8kZ9L3DB+IKEqlsviBIkWdbeI3WOmz6oxaYPagEgoSWaSkm+A9+6bRYefnZ3QlX2kUqUF7G3qhEA8ElNU++CvCuScXTRhc7OnTuxbds2vPLKK/j3f/933HHHHbjrrrtQVNT31nx6AoEAli1bhgceeAAA8MILL2Ds2LHYv3+/dkxraysKCwsHdB4CgTAwsiXEr55TinuvLwPX2IiObVvg27Mb7aIIZ8Vc5N5wI2xTem4rSSAQMoMIcihCxsyaBsUhD0cF/HXbcUwbm4OKqQUAMnfIAaXSem29D3VNfnx+onVEtevhxe7VoocTqluaNYdcV8QrVeh+lO9blX+1QJwq7FQRHuVE7WfVOWVT5EqPRiiKAm2iEAz3HrKuRxXwRqZcqNeDWgtA/T3VOVL1HgfidQ+4CyBk/dUPavHu/rMAoLXy64l2fxRTx+Zke1ojArPZjOXLl2P58uU4ffo0NmzYgK985SuYO3cu7rnnHixYsKBf4547dw6PPvooNm3ahHA4jI0bN+LJJ5/E4cOHceDAAcybNw+bN2/G0qVLDX5FBAIhU37w213oDBpjKKkCXCV84gucf+5ZBD//DBRNw33ZEuQuuwHmYlIlnUAwEiLIY7hs5kHJIVdd+C/OdcEX4mGz0H0SYUsrSvH869X46X/tAwBcv3B8ysJUwxF+2Dvkytxs1tTiZ6DQuiJeqeAECbY+FIwWYuOolcM1Qc7HxZnqnGajSN1IhWFM8ZD1NJ8dS1KIvy+2WZcNhzwaK8im5ZCnOIcjzTWpRnVcCA55VzAe5qi/hlXe2nsamz6oxR9/dBUoUOjwR0lBtxRMnDgRP/rRj/Dwww/jl7/8Jf7lX/4F1dXV/RqrrKwMy5Ytw4oVKyCKIu6//37MmzcPzzzzDNauXYtAIIDy8nLcd999Br8KAoGQCat/9T7C3MC+/2dM8OCRlXO132VJQvDg52jf+g4iJ76Aye5A3s3L4bn6WjA5ZBOUQMgGRJDH0Pf0zSaqC0+bKDS1hzAm1vM4UxbNKMKBYy04cKwFgHIjPmIEuSiBZYZvvqfa9ixbDrkaiqwv7CbJ8Z9TiZCeUMfRHHJzd0HOZSHUeqTDmCi0xeo3pHWek5xzXzAbDrkyVpQTE8ZOtWnlsKW+Jk0mxfG/EAS5Pbbp4LAyKb+L39x7BkD8vRAlGfmk5Vk3zp8/j1dffRWvvfYaxo4di1/96lcDGm/16tVYvXp1wmNlZWXYuHHjgMYlEAj9x4g+4sluuMRz8O3dg45tW8A3NoLJz4f3q19DzpIrYLKSzU8CIZsQQR7DZTdrLlg2UW80r184Hm9/dKbPPXQpisK/3FCmOOxBDlFOTCsqhhvDPoeczW4OuT5nWEVf2IjrqyCXEp1Vfci6ikAEeTcYxoSuAAcza0rbrSB5k0vdSDPy+mVMaULWU7xXPX3GaZrCW3vPYNHMIoz1Glu9ejARBAl5bgsmFbvR0N69d7aVpRHlRHQGotpGVqb1Ny50OI7Dtm3bsHHjRlRVVWHFihV4/vnnMXUqye8kEC40BuKKMzSFB26agcXl8ZBzMRhE5/vb0fneuxB9PljGT0Dxqm/BNW8BKHpkGD4EwkiHCPIYLjuL+tZA1s8TiAnypRWl6PBHMG2sp89jOG0svnrNVDz/ejXCUQFVp9tRPjHP6KkaDi8ObzffwppAQXHoskGqkHW9II/yIk41+BDlRByubcNXrprSY/Xibg55LMw60SGPtUZL0cd6tKL2/55Q5EpbRE+9TlnGBF6QshOyTie+X+q8Urnw6ULWAeCGhePx+oencareN6IFOR+rreCyszh+rvvmqNVMoyuodKdQBXk+EeQAgCVLlqCoqAgrV67Ec889B4ejb5FXBAJhZPCD3+7qsxgfV+jAuq8v6vY439aKjne3omvXTsjRKOzls5B3w02wlc3ISutXAoGQHiLIYwxayHpYudF02Vg8eEt5v8dRBcP//PM4jtZ14t/un4+JxW5D5pgteEGCM0v52UZgNTP49u2zMW1cdnKktJB1KXXIuj/E49mNh7Tfr184Hm5H+n6eglrUjU4KWY855FFexG83HQZAHHI9Md2LCcXpW0Kpn6+CHCsa2kLwZyNkPckhZ5LanunpKY3ipksn4PUPT6MrOLhtGwfCuZYA3tp7BvOnezFvulKhW4j1eXfazQiEeUiyDApAKCrAYWW16/tcS0Br45dHQtYBAM8991y/C7cRCISRwdMvf9qn4m20icLXb56BFVdNS2jnFKk7g46t78C/7xOAouBauAh5y26EZdy4bEybQCBkABHkMVx2MzhBUipUp6m8bASBEA+GNqWt7pwpanj10Tolh+i3mw7jlssn4qqKMQOeY7YQRHlYV1kHgHnTvVkbW3VExYSQ9fjfD51oTTg+wovoaYulu0OemEN+9EyHVryMCPI4LZ1Ku8GpY9JvvKhrmR8T5Nks6sZlkEPeUzs8M6sUhhxJgnzrx3X4uLoJsixrglzvkMsyEAzz+KSmGX979zh+8a3FWoTJ5t2nACiOebbqPYw0iBgnEC5s+pIzTgH411tmJoSly7KMUHUVOra8g1BNFSiLFbnXXAfPdcvA5uVnadYEAiFTyN1MDFcsR9Mf4mAx995yp7/4QzxcdnbA4UCWpBDkDn8Uf9lybFgLcl4QR7UwjOeQp3bI98cK9alEokKP46lOuypUkgW5vrI6qbLenbIJuWn/pjqwhbH2W+0+RcSn6h/fX5i0bc/6fo4ch3lECfJgRLm29Q0H+JhD7rKr38U8vjin3IAeP9uJCJf4eZg1OZ+EVRIIhAuevohxm9mE535wlfa7LAhofn8n6ja+iujZs6BzclDw5TuQc+VVoO0ktYVAGC4QQR5DDQ3uCnIoyKAHbn/xhzhN/A8EMzvyBJYgyoaG/I40VEGeLoc8EOaR77ZoFcAjXM9F3tRxmKSQ9UCYhyzLiOhyyUfzRkg63Pb06QCqI22zMHBYGbR2xQS5oQ65MlaET3TI9ef46jXTEtqBpcPjNMMX6P244UI4ttmkjxbhRaXoo93CascU5SpF9z44WI+GtsRCb3OnFQzSbAkEAmFoWPvHvahvC2d0rL59mRQJo2vnTnT8cxuE9jaYS0pRdP/X4Vq0GCZ2+KYOEgijFSLIYxTmKiK8uSOMKT2Esg6UQJiH0z7wL8PhXBwtHaoDNlpRBZeoi1PXO+QA4PXY8K1bZ+HJlw70KsjVau3Jfcg3fVALt92cIOxYUtRN4yf3L9A2R9KhpgMwtAk5TguaYlW/jayybjJRoKALWY/NSX+OZQsyy+lzO8w43ejv/cBhQjjmduujRQRBgt3CwGahtWPUqIET57oAANfMHYvbl07GwZOtWDizaJBnPXzZt29fj38nIe0Ewshib1Uj/vhGdcbHv/jjLwEAhK5OdL73T3S+vx1SKATbtIsw7durIIyfBso0eu+/CIThDhHkMbweGygKaOro3m7HSPwh3hAH3jwSBbk4vNueZRvNIRdTO+SA0otZrS+QHKKbTHIOuT764NDJNpRPilfeH4kbONmip2JuKupmB0NTyHGYUd8aBGB8pAFNUwjHBDkbe4/648LnOCzoCrYZOrdsojrkQpJDztAm2MzKv6VIVOzWX93lYGG3Mgm5kQTgZz/7GQAgHA6jvr4eU6dOBcMwOH78OKZMmYLNmzcP8QwJBEKm9FWMP3jLTHAN9WjfugX+j/ZAFkU4585D7vU3wjZ5CvK8roSibgQCYfhhmCDfvHkznn/+eQDA0qVL8eijj6KmpgaPP/44gsEg5s+fj3Xr1oFhhuceAEObkO+2oqkjs9Cg/uIP86M3ZH2UO+Sq2ydIqfuQA0oPdIsmyHsLWY855CncXm+uTXv+2vvmZ623+oWKkOCQx0Pbjd5Qok0mTZyqef79OYfbwSLKiYjy4ojYfAlHlWtTL8jV7werziFXBfm4QifONgdgI0XcUvLGG28AAB5++GE89dRTmDtXCVutqqrCH/7wh6GcGoFA6CMvvlWT2YGyjMs9YYzf8f9w+vPPQLEs3Jdfgdxl18NcRDYtCYSRhCF3N+FwGE8++SS2bNkCt9uNlStXYs+ePVi/fj2eeOIJVFRU4LHHHsOGDRtw9913G3HKrFCUZ9dCU7OBIEoIR4Wshqz/6c1q3HdD2bATvqIkQZTkYTevwUQLWU9T1A1Q2ltZYw5hNIUgf3PPaZTkOzBvujde1C1FETBZljWHfWIGjjAhkdmT8/Du/rOYPt6DrkC8WJrRXQIYmtI2TtTPRn8+I6pQjXDDX5DLsqxzyHUh66IEhqa06z8SFcGLEpw2FhOKXTjbHOg11WC0c+rUKU2MA0B5eTnOnDkzhDMiEAiZsLeqEf/9Tg04Qe71WEqWMC14DleFjiLvZCPCTifybrkVnquvAeMe3u1vCQRCagy5uxRFEZIkIRwOQxAECIIAhmEQiURQUVEBAKisrMSWLVuMOF3WKMy1oakjDFnu/QuxP6gtqFw9FJPKlHQ3ph8eacTRuo4Bj280HK84XeZRnMucsqhb0qXmsDJpQ9YFUcKrO2vx3GtKb3FRVPo0m3SVpksLHLHniohwIsysqceWWYTUzJqcj+cfuQoTi92JDrnRIesmSnufVWe8P6Iz0zSH4QAnSNpnIKGomyCBZWjttagOOcuYtKgi9TuUkBqr1YpXX30VoihCEAS8/PLLcJMbdAJh2LK3qhHf+Pl2/PGN6l7FOCMJqOg6jgfrNqOy8X0UmUV4774Hk3/xSxTcejsR4wTCCMYQh9zpdOL73/8+brzxRthsNixYsAAsy8Lrjfd09nq9aGpq6tf4Xu/gOHxTxuVix6fnYbFbkOO09HucdPMNxETpmCK3oa/pazeU4W9bjmq/d4aEPo0/GOvb6VcqQOd5bAM+32BdD0ahzjcUcwPtDov2WCQxRRaFBU6UFOeAZUwwMXTCa60935UwpsXKgqZNKCyM/xP+z/99Lb757/+EDAoUbYLdyvZ5vUbS+g7GXMeWxIs8Fhe5NQe3PyTPl2VpCCFFZBYXu5HrsvZ4fDoKCwIAAJvdYuiaZGN91RZyACBTlHYOUZLhdlpQUpwDM0uDomnQNA2rhcGtV0/DewfO4frLJvU4p5F07QJAfr7T0PHWr1+PNWvWYO3ataAoCuXl5fjlL39p6DkIBMLA2VvViBfeqEYm9o9VjGBu13HM6zoKhxhBILcYJXfeC+fceaDo0WtyEAgXEoYI8qNHj2LTpk3YsWMHXC4X1qxZgw8//DChR6wsy/3uGTtYxSgcsbzs6hMtmNrPSuveHopn1J1X+kjKgmDoa7qmohR2xoQ/vqkUATl8ogVXzMqsAnFP8zWS1i4lNz8a4Qd0vsGar1Ho5+uPrUFHZ0h7rLU1kHC8JIhoafHDwtJo7wwnvNbPahoBKC56S4sfPn8EtInqth4sbUKnP4Iox8DMmPq0XiNpfQdrriZdzn9XRwj+fkYcpJqvfiRfZxhCJNEBzvT1cRElrL6hyQe3xZgbNCPXV5JkHDnVjtmT89CoSwuKcvHvwigvgeeV361mGu2dIfhDPEwUYIaMP6y5CkD6NRlJ1y6gzLetLWCoKJ8yZQpee+01dHYq/2s8Ho9hYxMIhIHTl57iObwfCzprcLHvBMyygJP2Mbjy2/fANr2s3/fTBAJheGJI/OXu3buxePFi5Ofnw2w2o7KyEh9//DFaWlq0Y1pbW1FYWGjE6bJGUZ7S8zZbeeRquKXTgJD1ZGy6ol3nWwI9HDk0qMWZ2BFYjM4oUlZZT5FDDighyMnhx2diba0cViV8V5TklOHNNguNSFRAlBNhHeb5xCMBTyxknTZRhof/69+/gRRq1PKueykEOFRs3VeH//j7QXx+olUr6Oays1rIuizLEHRdGGxmGhFOqbJuHsV1J/pKS0sLVq1ahbvuuguiKOIb3/gGmpubh3paBAIBwA9+uysjMV4UacOKxp345pl/YE7XcRxzTsAL426B55vfhb1sBhHjBMIFiCF3OmVlZdizZw9CoRBkWcb27duxcOFCWCwWHDhwAIBShX3p0qVGnC5rFORYY63PslNp3R8LTTWiynoydl31YbVg0nCC5JDH+4X31IdcrYZujQkSPS0xhz0Ue39FSQaToqCb1czEcsgFLR+X0H9yHEr6CpOFln3qNUEhUZx/7bqL8OjdczIex5phZf6h4lyz0jYuEOa17yeX3Qw+tjmluuZqjr7VzCAcFcAL4qhuldhX1q1bh2uvvRYWiwVutxtlZWVYu3btUE+LQBj1PP3yp+gM9lADQ5YxKXgeXz2/DQ+cewtTguexzzMDf5h4O94uuhy3f+Vy0u6RQLiAMSRkfcmSJaiurkZlZSVYlsXs2bOxatUqXHfddVi7di0CgQDKy8tx3333GXG6rMHQJhTkWNGcpV7k/hAHCoDDZkzrnu9WztYEnL4QnepADSdUh3w0u11a27OEPuRJx5jigiRZXLX7lDz8cFSALMsQRUkTdHqsFhphToDJRBlSQHC0Y7PQYBlTVjoEqCKcZU0Jrsc188b2aRxVkHcFOWzYfgK3XjFpWFVb53jlWrawdFyQ21h0BaLgeBGP//FjAPFNDzXKQ5RlEuXRB86fP48777wT//M//wOWZfHII4/glltuGeppEQijmp7C1E2yhBn+U1jUWYVCrhN+2obt+XNx0H0RorQZMyZ48MignrX7AAAgAElEQVTKuSmfSyAQLhwMa+q6atUqrFq1KuGxsrIybNy40ahTDApFufbsOeRhHnYro4mugTLnonjRvEklbsyenA8La8L+Yy2QJHlYVdeOComtnUYjTKoq67GfL56Sj0Mn25DvVtxYi5lGKBKPdJBlGW1dEe35HC+lDVlXxTxtMsHrIWJmoFAUhRyHOaFntlGoEQ4DdYHVkPXXdtYiyovIdVtw3fxxA56fUaiffyAe4eGysxBEGacb43nfqiC3mhm0+SKgKMBlI5tKmUJRFCTdLl8gEEj4vT9s3rwZzz//PABg6dKlePTRR1FTU4PHH38cwWAQ8+fPx7p168AwpEc8gZDMD367K6UzbpY4VHR9gfldNXALIbSYPXir8DJUuSZBomhcPacU915fNgQzJhAIQwH5D5pEUa4dJ+sbBlSELh3+EJ81x9LM0vhfd16CbZ/UYf+xFoQ5Qcs1Hg7wasj6KHa71I2YVCHr1y0Yh4dum6W5mixtShCAwYiAKC+iJN+OhrYQQlEBgiilEeQ0gmEBkiRr/akJA8PjtKAzEDV8XPWaGOjnQnXIozEnerj16+Zi0R5RXkREF7IuiBJO1se7B6gbdjaL4qSzjMnw3u8XMsuWLcOaNWvg9/vxyiuv4O9//ztuvPHGfo8XDofx5JNPYsuWLXC73Vi5ciX27NmD9evX44knnkBFRQUee+wxbNiwAXfffbeBr4RAGPmkClN3CiHM66zBHN9xWCUeZ2xF2OK9FLX2MQBFESFOIIxSyN16EoV5NoSjIvwhHm6HseI5EOLgsmdXJKsCLBwdXoKcIw55mpB15WcTRSWEGDM0lSDI1VZRY71ORZBHeMUhT+Gs2sw0JFlGMCLgkqn5WXkto42iXFu3fH8j0ELWB+iQm0wUzKxJq9UwGLUD2n0R/OTFT/Dje+ZhTIGjx2OjsXlxvKQ55A4bC1GStWKFQHwd9CkbJIc8c771rW/hH//4ByRJwp49e3DXXXfhjjvu6Pd4oihCkiSEw2HY7XYIggCGYRCJRFBRUQEAqKysxLPPPksEOYGgY29VY0KYej7XiUUdVSj3nwIFGcec4/GxpxyN1gIAIEKcQBjlEEGeRFGuDQDQ1BEyXJD7wzwKPTZDx0xGFeSRLOaR//TFTzCuyIlv3Dwz4+eQHHJ9lfW40BZjIi/Z0WSYRIe8NRauPrbQiX1HmxGKChBFWQuD16OmKljMNC6eQgS5Eay8dpp2DRuJukljRPcBq5kBxyvtz0yDUIX34+omBCMCdh+qx11fmtbjseqGHCeICEdFWM209l3QGeC041Q33GpRugzQsY0GQmb86Ec/wlNPPYXbbrvNkPGcTie+//3v48Ybb4TNZsOCBQvAsiy83ni6lNfrRVNTU5/GNbr/+kjrP59NyFrEGaq1+P3Gz/H23jOALGNcpBmLOqowNXQOPEXj85xp2OeZiU5WmdsP756Lq+ZlP72IXBdxyFrEIWuRyFCuBxHkSRTlqq3Pwpg21tgeroEQjyml/etvnimqIA8NsNJ6hBNwuLYdC8q6t6qraw6grjnQJ0HOqW3PRnGVdYqiQJuohBxyWeeQ62FoU4KTXtfkBwVgaqkbABCKCDGHvLvwGuNVbnZX3z7LsHoFox17lqJN1JxpI1xgq5mGTylmnpXNg2RUB1vNX8/kWI6XEI4KsFkY7bX7gnFBrhZ/s5kZCKKshK0ThzxjampqDE23Onr0KDZt2oQdO3bA5XJhzZo1+PDDDxPG78/52toCWnTQQBlp/eezCVmLOEO1Fmv/uBcNrUFMD57Foo4qlEZbETJZsCvvEnyaMx1h2qodO2OCB+XjPVmfJ7ku4pC1iEPWIhGj1sNkovq16UwEeRL5OVaYKApNukrrb+45DZOJwk2XTuj3uLIsIxDmBy1kPbmHdV954c0afHq8BeNXXar1Z2/riiDH2b+oAV6rsjy6b66TBbkaBk0lLQtDmxJE1ZlGP0oKHMjPUf6ZN3WEIUpSSsFdMbUA/7nmylG9+TFScMS6JBiRyqEPU+ezUIAumbgg7/k6E0QJwbCSRxnlRU2Qq5tJekGutoZUv8c4QRrVaS59pbCwEDfffDMuueQSOBzxNIL+tj7bvXs3Fi9ejPx8JdKmsrISf/rTn9DS0qId09raisLC7hu3BMJo4yf/uQtFp4/gls5q5PJ+dLAubPUuwmHXFAimxNttEqJOIBD0EEGeBEObUOCxollXaX3XoXq47eYBCfJwVHE0s9GDXI/NotwcD9QhP1bXofwQMz6inIhHfr8H81M45plAHHIFljFpLiAQb3vW3SGP55DLslKJetakPHg9NkwudeOf+88ix2kGk8YBH+3rPFJQ02KMSOXQO9VGO+RnGv0oLXAkiONwbNOvN0H+ly3HtM8/x4sIRQWllVzM+Q5FBcyYkIvaeh/mTvd2G5MI8syZM2cO5szJvH99b5SVleHpp59GKBSCzWbD9u3bsXDhQmzduhUHDhzAvHnzsHnzZixdutSwcxIIIw3R78emZ/6M2xuOwC5FUW8pwPvFc3HcMQ5y8m47gBd//KUhmCWBQBjOEEGeAqX1meKQc7yI1s4IzP0UOMEIj0+Pt4CKKdts94U2Koc8GGu5JcbCplWBv/9oc7/G4wQJFOJtnkYrDiub0M5MdcuTc8hZXch6KCqgK8hhbKETFEXhlssm4jcbD6G1K4LyibmDN3mC4bhj3wdGRO8W5dpw/KxSRIgzUJC3dIax7s/7cM3csfjasou0x1WHvCdEScL+Y81YMrsEVafbwfESIpwAh41NSLeYXOrGIyvjQlK/uUAEeeZ85zvfQSQSwZkzZzBt2jREo1HYbP2vW7JkyRJUV1ejsrISLMti9uzZWLVqFa677jqsXbsWgUAA5eXluO+++wx8FQTCyIBracb25/6KceerUCGLOGEfi49zy3HWWgikSeOYMcHYVEgCgXBhQAR5CgpzbTh+rhOyLKOxPQQZmd18puLdfWfx+oentd/7G/KdKTZzvMq6EaiCcaCOOy+IYFmT4a3kRhoOG4NAJN4GRZZ7yiGXIMsyorFrT91suXhKPsYXOlHXHEhZZZ0wclA36Iz4vC65uAS7DjUAMNYhb+lUooXOtwYSHlfTYvS1DpKpawogwomYNTkPJ853gRNEhKIivB6blkMOoFtHCDXSByDRHn3h4MGDWL16NRiGwSuvvIJbb70Vv//97zF37tx+j7lq1SqsWrUq4bGysjJs3LhxoNMlEEYkkVO1+GLDa2C/OIIJoFDlmoSPc8vRZu5ZbJfm2/DIyv5/FgkEwoULEeQpKMq1IcqJ8AU51LcpVZL6m5N99EwHxhc6sfLaaQiEBZSNz66jaWZNMFGUFk7aH/TVvdWe2eFI9/HS5TCnghOkfkcZXEjYkxzyeA559yrrgLIhouYDqyG+FEVh2jiPIsiHWb9pQt9QQ9bD/dzw0zN1TA5uuWwi3thzGoKBgjwQy/92JKXbqFE4Yhp7X5ZlvLv/LCgKmD4+F2b2DKKckkNuNTMJgtxuTfxXpG4+AcQh7wu/+MUv8Oc//xlr1qxBcXExnnrqKTz55JPYtGnTUE+NQBjRyLKM4OFDOPryJrhb6iCbWHzsmYkDnhkIMPZenz9jgoeIcQKBkBYiyFOgFjFr6gijoVUJXe+PQx7lRdQ2+HDt/HGYnmUhrkJRFKxmGuEBhKyrjhjQPWRdTzgqwmnLUJDzIrmxhlLES21hBuj7kCcep4b284KkuZ369fPEIi3SiSHCyMDtUERuxACHnKIo3L50MnZ8dt5Qh1wtyJbsYqublGKaAnL1rUF8VNWEmxdPQI7DDDNLgxOUKut2C5PQss9uSfxXpM8h17vlhJ6JRCKYOnWq9vuVV16JX//610M4IwJhZCMLAnwf78X5198E09YE0HZsz5+Hz3OmgTNlFvFICrgRCITeIII8BVov8vYQGmIOuSjJEEQpwdXpjdrzXRBEGWXjBzdniE3qYd1XzrUEtZ/jIet8t+PCUQHODIvU8YI0qnuQq9itrCZwgPQ55Op1JkqyJq6YBEFuAQD4QxwIIxc1h3wgES3JsIxJ6/vdX863BNAVEZFjpbU+4XrR/OHhBu17QhAlRDkR5qSUFNVZnzlB2Yy0MCYEwgJ4QYLNQiekWyQ75Poc8oKc/udAjzYYhkFXV5f2PtTW1g7xjAiEkYkYCqFr5/to2rIFdMCHdrMHnxRejmrXREhU5puED94yE4vLi7M4UwKBcCFABHkK8nOsoE0UmjvDaGiLtz+LcJk7wgBwtK4TFAXD+5n3BkObBhSyerY5niuqul+pHPdQijD2dISjIqwWcrk5rAxCEUHr3SulySFXw9PTOeS5LlWQd98oIYwc1BxyI3tts7RpwG3P/s+fPgEA/OnRq9EZiAJIjMb467bj2s/+EI+HfvUBblsyCSuWTNIeV6OKLDFxbWZpdMZEvNKHPH7N95RD7s2xgpAZDz30EO655x60trbiBz/4AT788EP87Gc/G+ppEQgjBr69HZ3vbUPbjh0wcVGctRXj45IFOGUvTVuoLRUUBfzrciLGCQRCZhCFlALaZEJBjhX1rUE0tofgsrPwh3hEuMwdYUBpHTax2JWQDzkYMDQFXpTwly1HIYgyvn7zjD49/5xekKsOeSS1Q54pYU7oFpY6GnFYWUiyjAgnwmZhENPjMKVxyAVR6pZDDugdciLIRzIsY8JXr5mGmQZWy2cZk2Eh63VNAc0h10fdFORYcb5VEdddsT7iHxysTxDkUV4V5Iq4trC0dmyuy5oQbWRLcsgtbFyQq3n2hN65+uqrMXnyZHz44YeQJAmrV6/GlClThnpaBMKwJ3r+HDq2vgPfxx9BliQcdUzAx4XlaLLm93ksEqJOIBD6ClFIaSjKs+NoXQdEScakEjcOnWzrUx45p8sfH2wYRmmZ9f7n9QDQZ0He2B5CvtuKNl8EQkyQ6x1yt8MMX5DrVZB3+KPwBTlMKHYhHBXg8pDQUzU0NxjhYbMwWg55cvV51T0UxHQ55Iogj/IDLwZGGFqWLTD2O4LppyA/UtuG5s4wll5Sqj227s/7tA1FvevuD/NYekkpPq5u0upLJJ9T/b60xsS1mY1fvwU51gTHPSdJdOs/D6O9M0Mm1NfXaz+zLIurrroq4W+lpaUpnkUgjG5kWUb42FG0b3kHoSOHINIsPnNOwz7PDHSxrj6PV5pvwxMPLs7CTAkEwoUOEeRpKMy14dDJNgDA5H4I8pP1PgiijOnjBr/npNoyq79EeRFuuxltvkjKom5TSt347IvWXluhPfGX/ejwR/GnR6/WCjmNdtTQ3FBEAHJ6zyHnBUlLP9ALcjWktziv9+quhNFFfx3y3YcbcOxsJ2ZNVhyhAo8NrZ1hbeNNvQ4lWUYgxMNlZ8HQlJYrnpy3rgny2LWq77KQn2NFuy9e3FDviBP6zs033wyKoiDLMiKRCBwOB2iahs/nQ35+Pnbv3j3UUyQQ/n/27jw+qvJq4Phv9slkT8jGIvsmyCIqq7IWCIggYosgiyKliNSiL1X6oqKCovYVsLS2WGtbbcUNKVLZQVxAEFRQNmUHgRCyr7Pe94/J3MyEBBKY5M6E8/18+qlMhpmThyHcc89zzhMyFLebwq93k71uDfbjxzBER7Mz9Ua2RbSi1HBlLTJSFRdCXA3JkKqQEl+e6DRLiwFQz4OujkMnczTpHwfv1mb/i92acjjdasKnHnvml3wP7X4d3/x4gaLL9JDnFHh7T7PySymxu+p8634oivRVyMuSGLWH/BLHnvkSHf+heDqdjicn30RCtPTXikBmox6Hs+YJudPlobDYyYWyUxZm3t2Fp17bXv71spt8xaUuPIpCtM2MQa9TP8vOCu9pLxtU50u2k+LLd8hEWo1k5Xn/u00VNy0nDG5DA9lVUy3ffPMNAE8++STdu3dn+PDhAGzatImNGzdqGZoQIcNjt5P3xWfkrl+H80ImpVHxfJLUg++jW+DS1/z6xGjQcd+w9tInLoS4apIhVcE3aT0+2qIeMVWTs8jPZBWTHG+7aHpwXTAadJy5UHz5J1bB7vSoybNH7SF30Sw1micn34xHUdDrdJed8G026nG4PJw4V0ip3S0JOeXnK/uqh0oVx55VPtQtsIrYLDWmNkMVYcpk0FNUUvOp7U6XB7dHUYc6NkqOuujrUD49PdpmwmDQq7+ueABfqdON0aBTd3v4pq2D94ZSk+QoRvVpTv8bG1UaT/8bG9f4e7jWff/99wFD3AYOHMjSpUs1jEgI7bkK8sndvIncLZvwFBZyxprEl6l9+TGyCYqu5gM1DXod9w+XRFwIETySIVUhuWwrcFqiTZ0O7kuiSh0ufjiVS6eWDar8/XaHG5tG5+caDXq18lpTnrLj3Xzby31bqksc5RVuvU5HVNmgu0tJiLFyLruYH07looAk5PidL+72bf/1Pl7THnIhqmIyXtmUdd/n7EzZsDbfJH+AxklRahuM70ZcdIR3y3pVrTx2hzvg+LKGDSIDvq7X6wKGwImr5/F42LFjB927dwfg008/lR58cc1yZGSQs34t+ds+R3E6OdugOZtie3Pamlyjiek+kogLIWqLZEhVaBBjxWIy0DgpSh1K5Lvw3L4vgzfXHeL/ZvQOuGj1Z3e6NeuLrHhWusejXLQluiq+i3JrhYTc4XATFVM+YT7GZrpshdxXXd+w6xRw8VnD1yLfVnRfcuNrCaiqh7yqKetCVMXbQ17zYX++z9mFvFIMeh0mo57ZY7uw73gOR8/kqT3kvhtx3i3rgZ9Jh9ONueznnt0R+DNQp9PxxKSb5MZcLZo7dy6/+c1vMJlMKIqCoij88Y9/1DosIepUydEjHHx9A1lf7sCj0/NdVHN2pl1PlvnKWwhlYJsQojbJlVEV9Hodc+69kcRYq5oI+basF5Qd3ZNbaK86IXe41a3udc1YoZJqd1Z/u7i97ELe9/yM7GJK7C7sTnfAlORom5n8yyTkxXYXXVo14NvDFwJe81pm1PsSbe/NCs9ljj1zuhT1JonRKJUucXlXOtTN93uy8kqxmAzodDraN0ugfbMEXn73W7VXXK2Qlw1181dQ7CQxtvwGptUceFOyeZq0WdSm3NxctmzZwg8/eM+Jb9u2LUaj/NwV9Z/i8VD03V5y1n5MyY8/YIi08V1qZz6xtKLIeHXDT2VgmxCitsm/1JdwXYr32AtFUdDpyo+YKiw7kzuvsOqEtNTpVs/frWumChfJDpeHiMrvG1zEUfY9+rasr9lxkm8PX8Dh8gRUu6JtJo6fq3pwnKIolNhdNEqK9EvIZZJyxQp5eQ95VUPdvFvWDXrdRdVIISpjMhquLiHPL73o7G+TQY/TVT5PArwnBlT8TBaVOkmM9Q4a1PJn4LVq0aJFDBo0iA4dOmgdihB1wuN0UrBjOznr1uI4ewZjQgJFfYez7FQMdr3p8i9QhbhIEy/PvDWIkQohRNUkIa8GnU6H1WyktOwsbt8FaV6RvcrfY3e4LqoO1ZWKW9YdNTir2ndR7p88n80qxmYxqltRAWJsZgqKHeQXO3jsz9t59BddaNUotvw9ywZE+VfFpUJefrPE/wgpuLidzfc831C3irsehKhKTSvkh0/nEWUzqb/H7VEu+tnl35debHdh0Oswm/QXVcj9e9ftlVTIRe1q06YNr776KjfddBM2W3lVUBJ0Ud+4i4vI2/oJORs34M7Lxdy4CakP/JJ9tqa89vEhuIp/MqUiLoSoa0HJkN577z3eeust9denT59m5MiRDBo0iOeffx673U56ejqzZs0Kxttpwmo2qD3k5Ql51RVybw+5Ngno1STkvuOSKibPDpf7ogp5id3N+ZwS7A43Zy8UBSTkvjWyWYxERZgoLHESYZaEXN2K7i5PfvQ6XSVD3QJ7yKV/XFSXzWLE4fJQ6nAFDFWrynNv7QYIqIpXnH9hNOjVm0jFpd4BjzqdDkOFz6XL70ZAqcNNtO3KK1Si5vbs2cOePXt477331Md0Oh2bNm3SMCohgseZnUXuhvXkfroVxV6KrX0H4u9/gBWnDGz55Cxw6IpeV5JwIYSWgpIh3X333dx9990A/Pjjj8yYMYOpU6dyzz338Oabb5KWlsa0adPYunUrffv2DcZb1jmr2UBpxS3rVSTkiqJgd3iwmLVJoiom5PYanEns25ZfMSF3uZXAHvKyi3ffeeclFSYt+84tj7AY6dMpjbU7TqpncF/LyhNtb2XcXcXAPf/nOZ2egLUX4lJ808zPXCimRUNvz/aewxf408rvWTyzT8Dfbd9QQSCgql5ZhdzlVyH3DWisOIwwoELu1G6X0LVq8+bNQX29a+FmuwgP9lOnyF73MQVf7QRFIfqmW4gfmo71uqbMfW07Z7JKavyaMjVdCBEqgp4hzZs3j1mzZnHq1CmaNm1KkyZNABgxYgRr164N74S8bKibr/qbX0UPucvtwaMo2k1ZrzD8q0YV8rKhbpVdSPt/P76v+yYuVzyjvbgsIbdZjYzp15IBXRsRG1XNRvZ6TK/XodfpypObUlel0+elQi6uVOMkb0J+OrNQTchXfHoUp8vD+ZwSmqZGq8/1n4Phn5CbK6mQO/0q5L4ZE77PqcVkwO50B7xGaYVjz0TtysjIYNmyZezevRudTseNN97I1KlTSU298mTjWrjZLkKXoiiUHDxA9tqPKd73PTqLhbj+A4gfNBhTgyS27zvH317YjPsKTnmVirgQIpQE9Wpp27ZtlJaWkp6ezurVq0lKSlK/lpycTEZGxhW9blJS9OWfVMuiIy04XR6SkqLV6m+xw11pbJHREQA0SIjUJPbYsvc3mww4nG4iIi2XjMP/axEZhQCkVPL8xHib+twGCQXeB8suyPUGQ8DrnMwqBqBhSgwpyd7/BUsofB5qomK8JpMek9lIUlI0bsW7Vbjic3w3USxWE3qDngirqc6+73Ba33CKFeom3sTEKKxmA9mFDvX9dGWV7AYNogJiyPRLyF1+1e3YaGtAvDHRVlwehaSkaJxuD3HRVpKSorFFeLekJ8RYOZtVRISt/GeNw+UhNsZap39G4fZ5SEyMCsrrnD17ll/84hcMGTKEhx9+GIfDwY4dOxgzZgzvvPMOjRo1uur3qK8320XoUdxuCnZ/Rc7aNdhPnsAQHUPiqNHE9RuAIcr7d+bNdQfZ8s2ZGr2uHF0mhAhVQU3Ily9fzn333QeAx+MJ6Iv1Tiq/smObMjMLghLf1dADhcUOMjML1Krwhdzii2JLSormzNk8AJx2lyax2+3e+CLM3oQ880IhmZmVH/uRlBQdEGNmljchLyq8eIK6w+5Un1tctl0/M6sIgOy8koDXOXfe+9+lJY6grkHFeENdZfEa9ToKCuxkZhaQnVeC1WS46Dm+YW+5eSUUFjnQodTJ9x1O6xtOsULdxtsgNoKTZ/PV93OW3eDJzS0m028HzZGT2ZW/QNlWdvX3O1w4nW7On88nr9BOVAMjmZkFuMt21CREmzmbVURWdhGZmQUoioLD4cbtdNfZ9xyOn4esrMKgJOWLFy/mkUceYdSoUepjQ4YMoUOHDixevJiXXnrpql4/2Dfbg3UjwifcbsTUpnBeC3dpKRkbN3PmPx9hP38ea8OGtJzxK5L79UVv9rbJfbL7FEvf+7ZGrXgAnVslMn96n9oIOyyE8+ci2GQtyslaBNJyPYKWkDscDr766isWLlwIQGpqKpmZmerXMzMzSU5ODtbb1Tmrxbtl3eF043J70Om8PeSV3Wjw9Zpr1T/p295stRjJK3KofeHV4RvqVtl2e//HTGVTv4tKq9iy7jfUTQQyGsonVheVOomrZCu/XuedYl1U4sLpcsuWdVEjFrNebT8BcJft6VSUwL2dOfmVnxRR8bgyk0GHAmz46lRAD7nv5ZLibXA8R/1cu9weFJDZB3Vk//79vPDCCxc9ftddd7Fs2bKrfv1g32zPyirE47mCfcaVCLcbMbUpXNfClZ9P7uYN5G7ZjKeoCGvLVjS8+xdEdu6KTq8nK88O2K+oKg7l29PDcW2CIVw/F7VB1qKcrEWgYK2HXq+7opvOQcuWDh06RLNmzdSjVjp37syxY8c4ceIEjRs3ZvXq1dx1113Bers6ZzV5p6wXlSWaSXERnM8podThvmgAmr1swFnFPsy64juKKKLsorpmU9arjt1cWUJe4l0P35FwPr5t/ZKQX8xoCOwhb1Q2hKuiVo1iOXQqB51OR3y09N+L6jMbDTj8+rndZclPxSQou0JCHm0zUVDsvOhmou/YveWbDwNgs3i3qhcUe3fKJMd522R8U9Z91SutfgZeayreaPFnNpur/Fp11Peb7UI7joxz5KxfS/4Xn6O43UR26UrCkHQiWrUOeN72fef4x5oDOFw1u4ljMRmYOLStDG0TQoS8oGVLp06dChgeY7FYWLhwITNnzsRut9O3b1+GDh0arLerc1azEbvDrVaEGyZGcj6nhLwix8UJucYVct/Fsy+ugmIn+UWOgGONquIbymSq5NzrgAp5WcW2uKoKud2lVnlFIKOhfGJ1UamLSGvlR0O1bxrPB1uPAtCxeUKdxSfCn8moV3epQHkLhLtCQl5QEjiYMiHaSkGx86IdMgZ94N/jiLIKeUGJ9+9/crw3IfdVyNUZCJKQ1wmDwUBGRgYpKSkBj2dkZFx1Ql7fb7aLuldy5DA5a9dQ+O3X6AwGYnr1Jn7wUMypaRc990qq4u2bxvHir/tK9U8IETaClpAPGzaMYcOGBTzWs2dPVq1aFay30JTF7K04+frH0xrY+PYw5BXaSU0I7M/2Vci1uhj1Jcs2qxGzUc/Kz4+x8vNj/O3xAZf9vb6bCZUl5P7JtVohL6uEVzz2zLet9UrnBtRnRqMel1vB41EosVc+ZR2gY/NENSFvkhLcnktRv5mNgVvWfZVxd4VxxP5JO0B8tIUTGQUXTUc/n1Mc8Gvf7pv8slkSSWUVct8NPcclbuyJ4Bs7dv7p/rwAACAASURBVCy/+93vWLJkCVFlQ6+ysrL47W9/y7hx467qtev7zXZRNxSPh6K9e8he+zGlh39Eb4skYdjtxA0YhDE2Vn3e9n3n+PeGQxSVVn9nnz+Zni6ECEeyn7iafNVu37nbDRO924wrO4tc6x5y37nWBr2OuCgL53O953M6XW5MxkvH5HB5MBv16CtJpCvtIS/xVcjdeBSF749mc0OLBErsLiIsUh2rjK9C7jsaLjKi8gr5dX5J+HXJMnhDVJ/JaAg4gsxXGfc/dxzKjyf0iY/xtkZU3NnSNMX7+evTKY3P955VH/e18CTGWNHrdOUJua/15TI/b0Rw3HPPPZw8eZJbb72VVq1a4XK5OH78OBMnTrzq6nV9v9kuapfH6aBg+3Zy1q/Fce4sxsREksaOI7bPbeitVvV5V9of7k+ScSFEuJKEvJrUhLzA23OZdomEXK2Qa5SQ+/oJ9XodcVFmNSHPKXSovZ5VcTo9VVa1/C+ufc/xVdhKHS62fP0T/9rwA78a2YGSUtdFW/mFl6nsTGdf+0NkFRVynU7H0FuuY+3Ok6QkXPrPTQh/ZpM+oIdcrZBX2LJeVKFCnhTr/ZxFVbhJ1KdTGl3bJGGzGGl3XRw3tvFO2R7UrTEbd58mwmLAZNRfVCG3SMtKnXnssceYPHkye/bsAbxbyytuYReirriLisjbuoWcjetx5+djua4pqVN/RfRNN6MzeK8lrrYa7iO94kKIcCcZUzX5kuusPG+FPDk+AoNep27Z9Feq8ZZ1XxFMr9MR5zcMLLfAHpCQr//qFAdO5jD61hY0SfZWY0udrior+/43GHwJue/Cu9ThJrMs8c/MLfFuWZeEvFJGgw6321M+ib6KHnKAu/u35K5+LS7q4RXiUrzJsd+W9Sp6yItLncRHW8gpu9HYLDWaR37RmfZN4wOep9Pp1CS9V8fyPs9xP2vD2EGt0el0mIzlsxEcl2h9EbUnJSWFwYMHax2GuIY5s7LI2bCOvM+2otjt2Dp0JH5IOrb216PT6YKWhPtIVVwIUR9IxlRNvp7K7PxSdHj7s2MizeQVXpyQaz3QyHfxrdfpApLinAI7724+zJEzecy5txu7Dp3n8Ok80uJtNBnQCvBW9y3myj8WZr+L64rHcNkdbrUKV+pwU2J3qX2lIpDRoKfI6VI/O9FVbFkHbyJkkD58UUNmo0E9whAq7yFXFIXiUhfNUqPVhNxk1NOuUWAyfjm+9paACrlMWRfimmI/dZLstWso+GoHANG3dCdhSDqWJtd5k/AlnwYtCQepigsh6hdJyKvJWnZhmZVfis1qRK/TeRPyKnrIzUa92std13xVML1eh39BLKfAztqdJ9Vf+7a2+6pa4E2mK1bI2zeN58CJnIBql7GSyldGTnmFvEQq5FXy9ZCfziwEoGEVx54JcaXMRj1uj3dwoF6vq7SH3OH04PYoxMdY4Uw+cHUVbaNBVz5l3aXt0Y9CiNqnKArF+/eRs24Nxfv3obNYiRv4M45d15U/7Mig6F+HgcNBfU+jQcd9w9pLIi6EqFckY6omq8U31M1ObNnxYbGRZnIL7Rc911tl1u5CNKFsm3qjBpFk5pWoj1eM1VfFcvll7aUO90WV/Vk/74zL7QmYmK7X6crO0y7/vT9d8CaYvi3rEVX0Rl/rjEY9p84Xcup8IUlxVum1F0FnMvlaStxYzcZKe8h9MwwSY8rbWq4mIfcfJOf72WKRLetC1DuKy0XB7q/IWbsG+6mTGGJjaTB6DLF9+7PzeAF/W70fd82ODL8snQ76dZHt6UKI+kkygWrybVm3O93qMVWxkWZOZFx8zmVlSW1d6tyqAY+N60rrJnEUl3rPA9916HxAQu7xKOoRZ+4KFfJoW+AWaqNBj9Fw8YW1t2e0fAtadr739c9kFWN3uKVCXgWjofzGRkQV7QFCXA3fAEaHy4PVDL5rY/+E3DfDoGlq+QT/iq0oNeEbVuh937IecqmQC1FveEpLyftsKzkb1uPKzsKcmkbKpPvYH9OSxVuOULR3R1DfLyrCyD2D2kg1XAhR70k2UE3+CbbvmKrYKDMFRU51W6iP3althRyg7XXePtCoCBNjB7bm0MncgH73Uodb7XX3r3KXOqoe6laRyaCnhMCesA7N4tl3PAe49LCya5n/zY3OrRpoGImor3yVbqcz8Jgz/x5yX4U82mbmxek92XngPImxVq5UpT3kUiEXIuy58nLJ3bSR3E+24CkuIqJ1G5LH3ct3xhT+b+OPFJX+ELT3kiRcCHEtkoS8mvyT1Ei1Qm7BoygUljiJKdvGDt6E3BpilSGLSc/Z7GL116UOl3rR7N9X6r2ZUL2Phe+i32YxqucZd27VgKHdm3L0TB49rpcjdyrj2z48+OYm3NGnmbbBiHrJbCzfsu7P/++67++szWKkQWwEw3o0var3rGzKesXzzIUQ4cNx7izZ69ZQsH0bittNVNcbiR+SzrelUSxYcwCHKyco7yPb0YUQ1zpJyKvJEpCQl1XIy5LwvCJHYEKucQ95ZSxmY8ARbaUOt9+W9cAe8upWyI1l22KjI83qxX1khIkOzRPo0DwhWKHXO/nF3j+HZqnRcpyZqBWmsr+bTldghdzjt2XdqZ4VHpyfVSajnpKynwMOlweDXiefbyHCUMmPP5K97mOKvv0GndFITO8+xP9sKObUVN5cd5At3+y/6veQSrgQQpSThLya9DodFpMhoIfcl4TnFdrVc7yh8j5srVkqVKqKSp1qP6mvquX2eHC6PGp1P8ZmIr/YWeVr+vpNY2wmMrK9j0XKNvXL8t0YSYi58u3BQlyKWR3q5lFPU4DAAY6+hDxYZ4UbDfryKetOt0xYFyKMKB4Phd9+Q866NZQeOYw+MpKE2+8gbsAgjDExAGXJ+Jkrfg+phAshROUkIa8Bq9mbkPuSzgZl/ZaZuSUBz7M7q9+HXVcqVsH8q+W+xNzu8FbMfbE/P61nwJFoFZmM3r75xFgrP57OA8q384uqqQl5tOUyzxTiypjVHnJ3wIwI/90wwU7IA3rIXW7Zri5EGPA4HeRv20bO+rU4M85hbNCApHvGE9vnNnYczuHff/vmqs4Pl2PKhBDi8iR7qgGL2QBF5UlnXLQFs0nPuewKCbnGU9YrY65wg8D//HRf0l1alpD7tttf7jiuYrv3+U2So/hyXwZQPvBOVG3AjY1Z8elR4iQhF7XE5Ddl3X/bun8PedATckPgUDcZ6CZE6HIXFpL7yWZyN23EXZCP5bqmpP1yOt9HNObVz46T9dUXV/0esi1dCCGqRxLyGvBVjn3Tw/U6HSnxNjJyigOeZ3d6Qq+HvMINgnc2H1b/27eNtVStkFfvY+E7Rq1Rg0j1MamQX97tvZoxvGfTgHPdhQgmtULu8uD0G+wW0ENediPuao468+dfIS8qdWGzyM05IUKN80ImORvWk/f5pyh2O7aON5AwJJ2Idu15a/0htmw+dMWv3b+rbEcXQogrIdlTDfh6q6MiypctJcHGSb+zyH3ne4dahdwXu0Gvw+1RAqtmZdtYfUPeqnszwbfFPSkuQn3MJgl5tUgyLmqTyVQ+ZT2wQn7xlnVjELes+3bbFBQ7iI6UhFyIUFF64jg569ZQsOsr0OmIvqU7p1rezGv7i8n6zzn4z7krfm2LycDEoW2lEi6EEFdIsqcasJZt4fY/XzslPoKvD2XicnswGvRqUlvdKnNd8Q1YslmNFPgNajMa9Lh9W9bLJiTX9Mi2Bn5nF8tUZSG0Z/bbsu4/mLFiQm406NAH6eaQ0W/LekGxg7TEyMv8DiFEbVIUheJ935Ozbg3FB/ajt1op6dqbD+2NOZlpgsyrP7ZMquJCCHH1QitrDHG+Lev+27JTE2x4FIULeaWkJtjUpLbiVHOt+areFpOBAsov0KMiTOVb1n03EyzVS8jjoszkFjrUflUhRGjw7dAptbs5n1veUlNxqFuw+sfBWyF3exQ8HoWCYicxUiEXQhOKy0XBVzvJXrcGx+lTGGLjKOqTzltZ8eTkBe+yT5JxIYQIDknIa8B3ket/tFdKgg2Ac9nFpCbYKHGUJeQh10PuvfA2VOgXjYww4nL5KuQ1q+7Pu+8WikqrPhZNCKGNCIsBg15HQYlD7RXX63SBFXK3J2j941A+HK6wxInD5SHaZg7aawvtbN68maVLl1JSUkLv3r2ZO3cu27Zt4/nnn8dut5Oens6sWbO0DlMAruISctavJWfjelzZ2eRY49iW3Iv90c1xnwveNUlijIXRfVvKFnUhhAgSSchrINJqwmTUBxznk1qWkGdke6tQvr5qiym0ltZ3M8Go1zF9VEdeXfk94J2KnpVbCqAm19XtA4+JNKtnsQ/v2TSg+iaE0I5OpyMm0kxBsZOCIiexUWZcLk+FKevu4FbIy5L77ALvz5Nom1TIw92pU6d46qmneO+990hMTGTSpEls3bqVp556ijfffJO0tDSmTZvG1q1b6du3r9bhXrNcubnsW/4h+m+2Y3E7OGlNYUfaAI7YGnkP/75KkoALIUTtCq2sMcQNuqkx1zeLDxjIFRVhItJqJCPHe/RZia8PO+Qq5N549HodN7dL5tWyxyOtJs57vDcTiku9sdsuc9xZZe7q2zIocQohgiPaZqKgyEGJw01yXAQZOSXeLeWKQond5e0hD2K7iS+5z873nr4QIxXysLdhwwaGDRtGaqo3EVu0aBEnTpygadOmNGnSBIARI0awdu1aScg1YD9zhpz1a8jbvg2L28MPkdexI74DZ60Nrvq15cgyIYSoO5KQ10BCjJWEGOtFj6cm2NQKuW/bd8htWTeXJ+TgvWFQ6nBjs5pwlVW2i0pdWEwGjEHcxiqE0Ea0zUxBiZO8QjttmsRxIa8Ut1vhzXWH2PrtGTq1TKyVLevZ+b4KuSTk4e7EiROYTCZ+9atfcfbsWfr160fr1q1JSkpSn5OcnExGRkaNXjcxMSqocSYlRQf19UKZoijk7z/ATx+uJOer3bh0BvZGt2Rn3PXkmmOu+vWT4iOYmN6eft2aBCFabV1Ln4vLkbUoJ2tRTtYikJbrEbSE/FruM0uOt3HwpHdaqdpDHmLHnvkmKfv+//5h7Xl3y2Hioi3qNtZiu1OOLROinoixmcjILqbY7ibSalKPPPz8u7OAdxJ6MLes+27kZeXLlvX6wu12s2vXLt58801sNhvTp0/HarUG7BJTFKXGxzhmZRXi8QSnxSkpKZrMzILLPzHMKR4Phd/sJmfdGkqPHsVjtbEjsTM7Y9pSYri4UFAdOh0oSuVb0sN9Ta+Vz0V1yFqUk7UoJ2sRKFjrodfrruimc1Cyr2u9zyw1IYLt+85hd7jLp6yHWIXco3gvfowG74XTTe2SualdMqu/PKn2fheXugImyAshwle0zdtD7nC5sZYNefPvIS8odla64+dK+ZL7kxmFGA16EmIsQXttoY0GDRrQs2dPEhISABg0aBBr167FYCj/9y0zM5Pk5GStQqz3PA4H+ds+J2f9OpznMzAlJZE87l4W7jdxvtB9Ra8p29GFECK0BCX7utb7zHyT1jNyiiktG+pW07O8a1vztBj6dErj9p5NAx43GvUBW9b9z1gXQoSvaJsJu9M3ZNKAwaDnXFb5EWgFxU71Z1cw+BLyo2fzadQgEoNeWl/CXf/+/XnsscfIz88nMjKSzz77jKFDh7Js2TJOnDhB48aNWb16NXfddZfWodY77sJCcrdsInfzRtwFBZy3JfFF6m38lNgcvjNQWOKq9mtdqhIuhBBCe0FJyGurz8wn1Hsc2jvKjg1zo1bIGzWMrfbxYXXlsUm3XPSYUa/DoygkJkbhcHlISbCF/HqHenwVSby1J5xihbqNt1FKeT9pUkIkZpOBzJzyhNzudBNlM18ypprEm5TnHeZmd7hpdV2cJn824fZ5CHYvdbB17tyZBx54gHHjxuF0Ounduzf33HMPLVq0YObMmdjtdvr27cvQoUO1DrXecGZmkrNhLTmfforO5eSwrRE7G/bkZESKN7O2K8Clk3G9DjySgAshRNgISsZYW31mPqHe42DCm5DvP5JJhM2MDsjPLaYgCMeN1DZjWVXrXEY++UV2GiXaQnq9w63nReKtPeEUK9R9vIqrfDur0+FCURSKSgMv5D1uT5Ux1TTeosLS8t8bbanzP5tw/DxkZRWGfFI+ZswYxowZE/BYz549WbVqlUYR1U+lx4+RvXYNhbu/QtHp2RfdnC9jrueCJa7ar2ExGZg4tK0k4EIIEWaCkpBf631mVrOR1o1j2XngPLd0TMVsNlzxzYe65hvE5HJ7ZMu6EPVIZET532Wr2YBRf/HPpKCeQ+73WvFB7E0XItxt33eOFVuPkJVvV6vWACs+OUzsuWP0KdhPw8KzOPQmvo69nq/j25NvqFk7SWKMhcm3d6DDddVP4IUQQoSGoCTk0mcGfW5I4401B9nzQ2bI9Y9fiqFsyJvD5cHucMtQNyHqicCE3IihlhNy/+MS5bQGcS2qKvH+x5qDOFzenXRZ+Xb+/tF3XF94nJHZ+0h25JJvsLE5sRt7YlpjN9T8uMDEGAsvPdg77HaJCCGE8ArKVZP0mXmnlv9r4w+cOFdAcnyE1uFUm+8c4sISJwBWi1xIC1EfRPklxRazAX1lCXktnEMOyI09cc3Zvu/cRYn3P9YcxGzSq4+ZPQ665P3ITbkHiHEXc94cx+rk3uyPboZHd2U38s1GvZr4CyGECE9Bu2q61vvMIixGbm6XzBffnQurCrmvquUbRmcOYsVMCKGdilvWDZUk37W1ZV1aX0R9VVkVvGeHVFZsPaIm3j4OlweHy0OUq5ibcg/QJf8HrB4nJyJSWRvXk6O2ht5BbTUQafW2xBWWuGRomxBC1BNSxgiiPjek8cV350LuDPJL8V2kl5Ql5MG8QBdCaMd/C7nVZFC3rJuMetxuBY+i1FpCLhVyUR9VVQX3/XdFDey53JK7jw4Fx9ChcCjqOnbEdeCctUG13k+mpQshxLVBrpqCqE2TOBolRRJjq3kPmFZ8W1ZLys5PN4dRdV8IUT1Wi1H9u241G7A73DhcQU7I/W4ARITYkY9CBENVVfAVW4+QGGPxJuWKwnUlGdySu49WxT/h1BnYG9eGL2Pbk2fyHstn0IFOr8PlVqp8L7NRz6T0dpKECyHENUCumoJIp9OxYHpvcvzO+g11RqO3aiYVciHqL6vZQEykWf3v4rLjzyxBvAFn9PvZUVm/uhDhrrIquO/xqcPbse299XTL+o6G9iyK9Ra2NehCuzEjuC4ikl1bj0DFKet+W987tUxk75Gsi7bCCyGEqP8kIQ+yxNgIPA7X5Z8YIipuWZceciHqH6NBT1y0BQC9Xo/b463MXZcSHbT30IfJUY9CXCm1Cu7H6HHR03mc1H+vYURmJnmWGNYmdedMo+sZ2b8tPcqS6sqSa0m4hRBCgCTk1zzjRQm5bFkXoj6Kj/Im5KV+NwybpQYvIReivhvdt6XaQx7hLqVb7kG65R8iwm3H0KIFDcb8nNZdu3GzXm5sCyGEqD5JyK9x1rIBdAVlx57JlnUh6o/hPZuy90gWAPFlFfJSuxur2UCpwy0zI4Sg6snpFfXskIo+9wJnP/ovrbN+wKS4cbRoT+Mxo4ho3Qad7BIRQghxBSQhv8ZFlR2NlFvg3YZnNklCLkR9cVffltxV1q/qS8jtTjevPHwrHqXqgVJCXCsuNTndPykvOXqUnHUfE//1bhIMBqJ79yJ+8FAsDRtpErcQQoj6QxLya5zvrOK8IgcgFXIh6itfQg7lN+KCbVSf5qQm2mrltYXw56tqZ+fbSbiKIWiXmpzeo30yRd/tJWfdGkp+OIQ+IoL4ocOIH/gzjHFxwfpWhBBCXOMkIb/G+RLy3MKyCrn0kAtRL0VYvD/ua7Nv/I4+zWvttYXwqW5Vuzoqm5xuUNw0PL2PE/P+i+PMGYzxCST9fCyxt/VFb424+m9ACCGE8CMJ+TXOYjJgNOjIK5QKuRD13fO/7EG0zax1GEJclUtVtWuakPtPTre4HXTJ/4Gbcg8Q7S6BRo1JnTKV6Ju7ozPK5ZIQQojaIf/CXON0Oh02i5H8Yu9QN+khF6L+SkmQ7eQi/F3qPPCaGt23JR+s2k3nrH10yfsRi+LkpC0NZcg9dBt2qwxqE0IIUeskIRfYrCbyi50Y9DoMclyLEEKIMhMmTCA7OxtjWYX4mWee4eTJk7z66qu4XC4mTZrE+PHj6zSmys4D9z1eE/bTp2j25RqmHvsSxaNwMKopBxt3pW96d26SM8KFEELUEUnIBTar92Mg29WFEEL4KIrC8ePH2bJli5qQZ2RkMGvWLFasWIHZbGbs2LF0796dVq1a1Vlc/ueB+5iNekaXnShwKYqiUHLoINlrP6b4++/Qmc3E9xtA/M+G0C4pqTbDFkIIISolCbnAVjbsySwJuRBCiDJHjx4F4P777yc3N5ef//znREZG0qNHD+LKpowPGTKEtWvX8tBDD9VZXL4+8ZpMWVfcbgp37yJ73RrsJ45jiI4hcdRo4voNwBAVVVehCyGEEBeRhFz4VchlwroQQgiv/Px8evbsyRNPPIHT6WTixImkp6eT5FdJTk5OZu/evTV63cTEq0+A7+gXzR39Wl/2ee7SUjI2bubMqo+wZ5zH2jCNlg9OI6lfXwyWmm1xDwdJSbV3ikK4kbUoJ2tRTtainKxFIC3XQxJygc3qPfpMtqwLIYTw6dq1K127dlV/PWbMGJ5//nmmT5+uPqYoSo0Hn2VlFeLxKEGJMSkpmszMgosed+Xnk7t5I7lbNuEpKsLashVpd/2CqC5d0en1ZOc7AEdQYggVVa3FtUjWopysRTlZi3KyFoGCtR56ve6KbjpLQi6IKjuLXIbJCiGE8Nm1axdOp5OePXsC3uS7UaNGZGZmqs/JzMwkOTlZqxAv4sg4R876teRv+wLF6SSyS1cShgwjovXlq+lCCCGEFiQhFzRP9W7ROJtVrHEkQgghQkVBQQGvvPIKy5cvx+l08uGHH/LSSy8xe/ZssrOziYiIYP369Tz77LNah0rJkcPkrFtD4TdfozMYiO7Zi4TBQzGnNdQ6NCGEEOKSJCEXtGocq3UIQgghQkz//v3Zs2cPo0aNwuPxMG7cOLp168asWbOYOHEiTqeTMWPG0KlTJ81izP5qF6fe+YCSH39Ab7ORkD6cuAGDMJYNnRNCCCFCnSTkgmibGYBIq3wchBBClPvNb37Db37zm4DHRowYwYgRIzSKqJz9p9OcmP88xoREkn5xD7G33obeGqF1WEIIIUSNSAYmAPi/Gb0x6KWJXAghRHgwpzWk0+9foCQqEZ1RLmeEEEKEJxmrLQCIj7YQE2nWOgwhhBCiWnR6PdGtW0kyLoQQIqwF7V+xCRMmkJ2djbHsH8ZnnnmGkydP8uqrr+JyuZg0aRLjx48P1tsJIYQQQgghhBBhLSgJuaIoHD9+nC1btqgJeUZGBrNmzWLFihWYzWbGjh1L9+7dadWqVTDeUgghhBBCCCGECGtBSciPHj0KwP33309ubi4///nPiYyMpEePHsSVTTodMmQIa9eu5aGHHgrGWwohhBBCCCGEEGEtKAl5fn4+PXv25IknnsDpdDJx4kTS09NJSkpSn5OcnMzevXuv6PWTkqKDEWadkXhrl8Rbu8Ip3nCKFSTe2hZu8SYmRmkdghBCCCE0FpSEvGvXrnTt2lX99ZgxY3j++eeZPn26+piiKOh0VzbFOzOz4KpjrCtJSdESby2SeGtXOMUbTrGCxFvbwjHerKxCScqFEEKIa1xQpqzv2rWL7du3q79WFIVGjRqRmZmpPpaZmUlycnIw3k4IIYQQQgghhAh7QamQFxQU8Morr7B8+XKcTicffvghL730ErNnzyY7O5uIiAjWr1/Ps88+e0Wvrw+z87El3tol8daucIo3nGIFibe2SbzhIdjf97W6jpWRtSgna1FO1qKcrEU5WYtAwViPK30NnaIoylW/O7B48WLWrVuHx+Nh3LhxTJo0iY8++oi//OUvOJ1OxowZw9SpU4PxVkIIIYQQQgghRNgLWkIuhBBCCCGEEEKI6gtKD7kQQgghhBBCCCFqRhJyIYQQQgghhBBCA5KQCyGEEEIIIYQQGpCEXAghhBBCCCGE0IAk5EIIIYQQQgghhAYkIRdCCCGEEEIIITQgCbkQQgghhBBCCKEBSciFEEIIIYQQQggNSEIuQpbH49E6hHornNZWURStQ6i2wsJCILxiDqdYZX1FRbt27WL06NGMGDGCX/3qV+Tl5WkdkqZ2797NmDFjGDlyJJMmTeKnn37SOiTNLV68mD/84Q9ah6GJjz76iGHDhjF48GD+9a9/aR2O5goLC7n99ts5ffq01qFoaunSpQwfPpzhw4fz4osvah2OppYsWcKwYcMYPnw4b7zxhmZxaJ6QZ2dnax1Cjezbt4+VK1dqHUa1ZWZmah1Cjezdu5e///3vAOj1mn88L0nWtvbs37+f//znP+Tn56PT6bQO57L27t3Lww8/zPr16wFCPmZZ39oVbusbzubMmcOLL77IRx99RKtWrXj99de1DklTs2fPZv78+fznP/9hxIgRzJ8/X+uQNFNQUMDvfvc7TS+ytZSRkcGiRYv497//zcqVK3nnnXc4fPiw1mFpZs+ePdxzzz0cP35c61A0tW3bNj7//HM+/PBDVq5cyb59+9iwYYPWYWli586dfPnll6xatYoPPviAN998k6NHj2oSi1GTd8X7g/LFF1/kwIED9O/fn169etG1a1c8Hk9IJgs5OTksWrSIH374gSlTpgCEbKzgvQv4/PPPs3fvXrp27cqgQYO47bbbtA6rSjk5OSxevJhDhw4xbtw4IHTXV9a29iiKwqJFi9iyZQvXX389n3/+Od27d2fMmDEhGbPD4eCJJ57g+PHjPPjgg/Tt21f9mqIoIZeMyfrWrnBb3/rg448/xmQy4XQ6ycjIoG3bfPyXLQAAIABJREFUtlqHpBmHw8HDDz9Mu3btAGjbti1vvfWWxlFpZ9OmTTRr1oz77rtP61A0sW3bNnr06EFcXBwAQ4YMYe3atTz00EMaR6aNd999l6eeeorf/va3WoeiqaSkJB5//HHMZjMALVu25MyZMxpHpY1bbrmFf/7znxiNRjIyMnC73dhsNk1i0ezq4LXXXsPj8fDqq68SFRXFo48+isPhCMkLlpKSEqZPnw7A8uXLadeuHXa7PSRj9Xn//fdxOp189NFHdO3alRdffJFjx45pHVaVHn74YQoKCli+fDnt27cnOzs7ZNdX1rb2uN1ucnJy+POf/8wLL7zA6NGjefHFF8nJyUGv14fc9t8DBw5QXFzMggULcDgcajJWWlqKTqcLuXg9Hg+5ublhs74HDx6kpKQkrNY3nD6/9YHJZOLQoUP07duXHTt2MHz4cK1D0ozZbGbkyJGA97O4dOlSBg0apHFU2hk1ahS//OUvMRgMWoeiifPnz5OUlKT+Ojk5mYyMDA0j0taCBQu46aabtA5Dc61bt6ZLly4AHD9+nDVr1gTc7L7WmEwmXnnlFYYPH07Pnj1JSUnRJI46vSpfs2YNy5YtA6C4uJj09HSSkpKYNGkSLVu2ZPHixUDo9Nx9/PHH/O1vfyMiIoI+ffqQkpLC5MmTmTt3Lg8++CB//etfgdCJ13/7f3FxMTfccAMAd955JzfeeCPLly8nPz9fq/Au4h9veno60dHR3H///SxcuJAHH3yQl19+OWTW1r8vMRzW1j/eUF/bnTt3snv3bgDy8/P56quviIiIAKBnz57cdtttzJ07FwiNv2s7d+5k165dADRt2hS9Xs/ixYtZt24dMTExvPXWWzz99NOAtvH63vvIkSOcOnUK8F6gher6+sd74sQJAFJTU0N2fX22bdvGxo0byc3NpaioKGTXN9ytWbOG2267LeB/kydPBryV4G3btvHggw8ya9YsbQOtI5daD4fDwf/8z//gcrmYNm2atoHWgUutxbXM4/EE7CIKxV1FQjs//vgj999/P7/97W9p1qyZ1uFo6te//jXbt2/n7NmzvPvuu5rEUCdb1o8cOcIf//hHtmzZwtChQwFv/+2ePXvo06cP4O0DmzhxIhMmTCAtLU3THxyVxRsVFcWGDRsYP348w4YNY8eOHcyYMYMhQ4bQpEkTzeNdsmQJxcXFdOrUSd1Sn5mZidvtxmAwMHXqVB599FGOHTtG586dQyreyZMn07hxYzZu3MjAgQMZP348+/bt48knn6RXr1706NFDs3gPHz7MK6+8Ani39UyePBmj0cj58+dDcm0rxjthwgSaNWvGhg0bQm5ti4qKeOSRR8jNzSUpKYl169Yxffp0brnlFl5++WW193HevHmkp6dz8OBBdSumFirGu379eqZMmUL37t1Zs2YNS5cuBeCee+6hf//+7N+/n+uvv16zeHU6HU6nkyeeeIIRI0YwevRo0tLSaNmyJUuWLFGT2lBZ34rxpqWlkZycTKtWrdi9e3fIrW9eXh6zZ8+muLiYJk2asHLlSubNm0e3bt1YtGgRzz77LBA66xvu0tPTSU9PD3jMbrezceNGtQp8xx138MILL2gRXp2rbD3A+3Nq+vTpxMXF8eqrr2IymTSIrm5VtRbXutTUVPXmMXivCZOTkzWMSISK3bt38+tf/5rf/e531/SuoiNHjuBwOGjfvj0REREMHjyYQ4cOaRJLrVXIFUVBURQWLlzIrFmzGDhwIFOmTCE1NRWAKVOm8Nprr6lTc1u0aEGfPn149dVXgbof2lNVvGlpaQAMHDiQ9u3b061bN1wuF927d2fIkCG89tprmsUL4HK5WLhwIZ06dWLOnDkcPnyYbdu2MWTIENavX68OJ2jSpAldunRRh3qFUryfffYZ119/PTfeeCO9e/fG7XbToUMHevfurd6pqst4fbEWFhby9NNPc/PNN/O///u/5OTkMHv2bNLT09mwYUPIrW3FeHNzc3nkkUfo2LEj3bp1C4m19Xf27FmSkpJ45513mDt3LgkJCcyZM4fp06fz1VdfqcNnoqKi+NnPfsY333yjSZyXinfevHmMGzeORx55BPBWpmw2G+np6ZrHC/Dll1+yb98+vv32W77//nsAZs2axRdffMGRI0eA0FlfCIz3u+++A7z/VsyYMQMIrfX99ttvadiwIW+99RaPP/44TZo0YcuWLUydOpXt27eH5PrWN0ajkaefflr9bK9Zs4Ybb7xR46i0NXv2bJo2bcrixYvVHlFxberVqxfbt28nOzubkpIS1q9fH9LzbkTdOHv2LDNmzOD3v//9NZ2MA5w+fZq5c+ficDhwOBxs2rSJbt26aRJLrW5Z1+l03HTTTfzzn/9k+PDhNGjQQO3769SpE3369GHevHnq82+77TY1AdZCZfH6NGnShLlz5xIbG4vR6N1Y0KNHD816DXzOnj1LdHQ0Q4YMoWXLlpSWlhIbG0vLli0ZNmwYy5YtU6eBp6enExkZidvtDql4k5OTiYqKYsaMGepnBLyfh8jISM2O6Dp06BBOp5MJEyaQkpLCAw88wKeffsqZM2cYNGgQy5Yt48KFC0BorG3FeKdMmcKXX37Jtm3bmDFjBklJSWrvuFZru3PnTnV4yMmTJ/n2228Bb2/buHHjyMvLY+fOnYwfP545c+aov+/ChQt06NChTmOtTrw5OTm89957dO3alfXr16sXwNnZ2XTu3FmTeM+ePav++syZM8yaNYuoqCj27t1Lbm4uLVu2ZPDgwfzv//6v+jwt1/dS8ebk5BAREUG7du3YtGlTSKyv7xipjIwMCgoKAIiNjVXnSDRr1ixk1re+MxgMLFq0iCeffJKRI0eybt06FixYoHVYmtm/fz+bNm3i66+/5s4772TkyJFMnTpV67CERlJSUpg1axYTJ05k1KhR3H777XTq1EnrsITGXn/9dex2OwsXLmTkyJGMHDmSt99+W+uwNNG3b1/69evHqFGjuOuuu+jatatmNyl0SpCb2rZu3cqKFSto1qwZt9xyC71791a/tmDBAlwuF0899RTgnbQ+adIkBgwYQPPmzXnttdeYPHkyo0aNCmZIQYlXURScTidz5syhV69eJCYm8sorrzBlypQ6/cPbunUrH374IU2bNqVnz5706NGDRx99FI/Hw549e4iOjqZNmzacPHmSP//5zzz77LPYbDY6d+7Mv//9b8aMGcP48eNDKt727duzf/9+li9fzpIlS4iNjeW6667jjTfe4O6772bs2LF1Hmvv3r3p3LkzgwcPZsGCBfTp04fPP/+cd999l7Nnz/Lvf/+bxx57LGTWtqp433//fQ4fPszq1atZuHAhMTExmqzt0aNHmTlzJikpKeh0OoYPH86AAQN45JFHuPvuu9Xthhs2bOBf//oXf//735k+fTqJiYkcOHCA1NRUnnnmGRISEuqkol/deDdu3Mg//vEPXn31VSZOnEjbtm358ccfadiwIfPmzSM+Pr7O49Xr9aSnp3PHHXfw1Vdf0b17dz799FM+/vhjRo4cqbYJPfDAA6SlpbF//35N1/dS8Y4aNYrevXvjdDoZPXo0N9xwAz/88IOm6+v7PNx22204nU5iY2OxWCyMHz+eBx54QN0+/cADD5CamqrJ51cIIYQQ4cMwz79EfZU+++wzXn75Ze677z4URWH9+vXk5uaqA7BMJhM7d+6kb9++mEwmLBYLHTp0oLS0lA0bNjBx4sQ6TW5rEq/ZbMZgMOB2uzl06BBr1qzhgQceUHvM6zLeyZMn4/F4+Pjjj3G73cycOROHw0FCQgJ/+MMfGDx4MO+++y4mk4mZM2fidrv58ssvufvuu7nzzjtDLt5Bgwbx4YcfYjKZGDhwIMePH2fLli1MmjRJnRirRax6vZ5bb72VpUuXsmnTJj7//HOee+45VqxYQYsWLRg9ejQGgyFk1rayeBcsWMDq1atp0aIF119/PWfOnGHz5s11trYOhwODwcDGjRtp1aoV8+bNIyoqil27dvHjjz/Sr18/PvjgA+644w7Au0vlm2++oUuXLowYMYK2bdvSqVMnpk2bhs1mq/VkpqbxgveM7D59+jBkyBAaN25M165dmT59OhEREZrFu2PHDo4cOcKdd96JXq+nefPm7Nq1i6ysLBo2bEhsbCz9+/cPmfW9VLyNGjUiPj6eW2+9lSZNmoTE+u7atYujR48ycOBATCYTx44dY+PGjTz66KPqLpQRI0bQrFkzOnfuXGfrK4QQQojwc9VD3XzH6CQkJLBt2za1/F9cXMzJkyf55z//yZAhQ0hISMDpdBIfH09JSYl6zlvHjh3p2LEjY8aMuepvpi7iHTZsGMOGDauTWKsT75/+9CcGDhzIrl27aNy4sfr7Ro0aRV5eHhaLpU4HnlxpvCNHjiQ7O5tWrVrRqlWrOpkMe7lY//jHP/LBBx/Qr18/vv32W3r27AlAhw4dMJvNJCQkMHTo0Dq7KXOl8bZv3x6DwUCnTp3o1KkTv/zlL2s9VpfLxZIlS8jIyGD48OFs3bpVnR/Ru3dvrFYrf/vb3+jUqRPJycm89NJLzJ49G5vNht1uJy4ujoiICJo3b07z5s1DOt7S0lJsNhuJiYk0bNiw1mOtTrwWi4W//vWvDBgwgNatWwPeBPHvf/87u3fvpnHjxkRHRxMdHR0S63upeHft2kWjRo1o0qQJTZo0qfVYLxdvnz59sFqtvPbaa/zwww+0adOGdevW0aNHD4xGIy+//DIZGRk88cQTtGzZkpYtW9ZJzEIIIYQIT1fdQ75kyRK1D7xFixacPHlSHbwTFxdH48aN1UFtnTp1Yt++feoRPFocAVOf4o2PjyctLY033niDO+64g2XLlnHgwAFWrFjBO++8o8l5i1cTb10PUqhOrIsWLSIiIoJ9+/Zx4sQJ3n//fY4eParJ7IArjffYsWN1Gm92dja//vWvKS4upl+/fqxatYp27dpx9uxZTp8+jdVqpW3btnTp0oW9e/cyffp0NmzYwPz587nvvvto06YNJpOpzv6+1bd4LRYL7dq1o2vXrqxevVr9fTfccANNmzbFYDDU6c+y+hrvjTfeyH//+1/AO+Bt//79jB8/nuzsbObMmUNUVFSdxSyEEEKI8HVVFXKHw8GOHTvYv38/u3bt4pZbbuGTTz5h5syZFBUV0bRpU8aNG8fq1avJysoiMTGRG264gQ8//JAuXbrU+fa9+hjvhAkTWLVqFTNmzGDKlCm8/fbb/PTTT8yfP7/Oh3eEU7zVifXee+/lo48+AsDpdPLaa69x7NgxnnjiiTqr1IVjvNnZ2WRnZ/OnP/0JgGPHjrFnzx7atWvHypUreeihh4iPjyclJYUjR47QuHFj/vGPf3D8+HHuuOOOOv/c1sd44+LiSE1N5dixY9jtdoxGIwaDgenTp9f5MUj1OV7fJHW3262eciBHmwkhhBCiJq4qIb9w4QK33HILffr04Y9//COvv/46L7zwAgcPHiQ/P58BAwbw5ZdfUlJSQnR0NIA60E0L9TlegOnTp6tnY0u8wYm1uLhYjdXj8aj9oRJv1aKjoxk6dCjnz58nOTmZRo0acebMGTp16sSqVavYunWrOpfB4XAAkJaWptkJC/U9XovFov5eLc4krs/x+k5VePrppwNacIQQQgghquuqrtYbNGhAx44deeihh8jNzWX58uVERUXRvHlz9SibL774gsaNG6vH1Wix7bu+x3vdddepcWqVjIdbvFcSq1bJeLjFm5yczJ133klycjIAq1atokuXLvTr14+BAwfy7LPP8txzz7F06VJuvvlmTWL0V5/j9bWBaPlzrD7H6zvzWpJxIcLb/Pnz1SOgOnbsyJAhQ9Rfl5aW0rZtW7KzszWJ7f7771ffe+rUqRw+fPiKXufxxx/n9ddfD2ZoNbZ06VI2btwIeNvwVq5cCaDp+goRCoJ27NnmzZv5v//7P/75z38SExPDtGnTUBQFo9HI888/H3CmdyiQeGtXOMUbTrFCeMV76tQpJkyYwOrVq4mKiuLEiROcOHGCwsJCOnXqFHKJjMRbuyReIUSoGzBgAEuWLFFP3AFvwrh9+3YSEhLqPJ5gvffjjz9O69atmTJlSpAiq7kJEyYwfvz4i4bharm+QoSCoCTkvq2xM2bMICUlhSeffBKHw0FhYWFI/uWSeGtXOMUbTrFC+MW7bds2Nm3axL333sv8+fOJjY1lzpw5JCUlaR1apSTe2iXxCiFCXVUJ+bhx49izZw+5ublMmTKF8ePHA/Dee+/x9ttv4/F4iIuLU09YKCgo4Omnn+bgwYPodDpuvfVWHnnkEYxGIx07dmTgwIEcPHiQ3//+99hsNhYsWEBubi5ut5sJEyYwZswY5syZw4oVK2jTpg3Lli1j/Pjxamzvv/8+b7zxBnq9nvj4eF544QVSUlJ47rnn2LNnD0VFRSiKwvz58+nWrVuVCXlGRgaPP/4458+fp2HDhhgMBgYPHszo0aMvSpR9v46Li7vk+0RFRXHo0CHOnTtH27ZteeGFF1i5ciW///3viY+PZ86cOWzatEmNx/99qlrPXbt2sXDhQjweDwDTpk1jyJAhdfSpEKKWKUHg8XgURVGUQ4cOKXfccYeSk5MTjJetNRJv7QqneMMpVkUJv3hff/11pW3btsrdd9+tvPvuu1qHc1kSb+2SeIUQoa5///7K3r17Ax5r06aN8vrrryuKoij79u1TOnbsqDgcDmXHjh3KuHHjlOLiYkVRFOWzzz5Thg4dqiiKovz2t79Vnn32WcXj8Sh2u125//77lb/85S/q63344YeKoiiK0+lUhg0bpnz//feKoihKfn6+kp6ernzzzTfqc7OysgJiO3DggNK9e3flzJkziqIoyhtvvKE88cQTytdff63MnDlTcbvdiqIoyl/+8hdl2rRpiqIoymOPPab89a9/vej7nTZtmrJo0SJFURTl6NGjSufOnZUPPvjgovf2//Xl3ucXv/iFYrfbFYfDoYwaNUp5//33FUVRlHvvvVdZs2bNRfH4XvdS6zlx4kRl9erViqIoyoEDB5R58+Zd/g9TiDBx1eeQA+h0OjweD23atGHFihWa9jFXh8Rbu8Ip3nCKFcIv3tjYWGbOnMnUqVPVuQyhTOKtXRKvECJc3X777QC0b99e3Zn2ySefcOLECcaOHas+Lz8/n9zcXD799FPefvttdDodZrOZsWPH8o9//INf/vKXAOrRtMePH+fkyZP87ne/U1+jtLSU/fv306VLl0pj2b59O3369FGHi06ePFn9WmxsLMuXL+fUqVPs2LGDyMjIS35fO3bsUN+7efPm9OrV67Jr0bVr10u+z6233qr+zGzTpg15eXmXfU3gkuuZnp7OM888w+bNm+nVqxePPPJItV5TiHAQlIQcygdIhXqC4CPx1q5wijecYoXwinf06NF1flzg1ZB4a5fEK4QIV0aj95LZ9zNBURQ8Hg8jR45k9uzZgLet7Pz588TGxuLxeAJ+fng8Hlwul/prm80GeI9NjI6O5j//+Y/6tQsXLqin/VTGYDAEvHZpaSk//fQTp06dYsGCBdx3330MHDiQFi1asGrVqkt+XxaLJWCQZlWnW/hOGQFv4nyp97Farep/63S6ag/qvNR6jh07lv79+/PFF1/w2WefsXTpUtauXRtwMocQ4Uq7sdFCiHov3JIZibd2SbxCiPqkT58+/Pe//+X8+fMAvP3220yaNEn92ltvvYWiKDgcDt59991Kq8/NmzfHarWqCfnZs2e5/fbb+f777wFv8u2fyAN0796d7du3q++7fPlyXnrpJb744gv69+/PuHHj6NixIxs3blSPZ6xKv379WL58OQDnzp1j+/bt6tcSEhL47rvvAFi9erX6+JW8T1Xfi79LrefYsWM5cOAAo0eP5tlnnyU/P5/MzMzLvqcQ4SBoFXIhhBBCCCGuFX369GHq1Kncf//96HQ6oqKiWLp0KTqdjrlz5zJ//nxGjBiB0+nk1ltv5Ve/+tVFr2E2m/nTn/7EggUL+Otf/4rL5eLhhx9Wj4EcOnQoEyZM4A9/+IP6e9q2bcvs2bN54IEHAEhKSuK5556jsLCQRx99lBEjRuByuejduzfr169XB6FVZs6cOTz11FOMGDGCxMREdRs8wNy5c3nmmWeIiYmhV69e6kDLsWPH1vh9wDsw7+WXX8bpdNZ4Pf/nf/6H5557jsWLF6PT6XjooYfkpAtRbwTt2DMhhBBCCCFE+PJNLx89erTWoQhxzZAt60IIIYQQQgghhAakQi6EEEIIIYQQQmhAesiFqEdOnz7Nz372M9q0aQN4J5RGRkYyceJEhg0bpj5v8+bNTJ8+nUX/z969x0dZnvkf/z4zORESCMZJoKgUFgtWCWjdgmxLu+5LUSSKaLcqBbtatnZls6Ut/amgqBRBa4uWRVt4uaUqUJQih2qRKmtri1VxVdCilAZETklIgCTkMPMcfn/MITMQDpl5JjOZfN6vlyXPzDP3XHM3MHPNfd3Xs2BB5Pb6+npNnjxZktTU1KSqqioNHDhQkjR69GhNmjQpZuxozz//PJeFAgAAADqIhBzIMNHdWiVp3759+uY3vymv16uxY8dKkpYvX67y8nItXbo0kpD36tUr8rg333xTc+bMiRln7969J4wNAAAAIH7sIQcyXP/+/VVRUaGnnnpKkvTpp5/qrbfe0t13361PPvlE7733XoojBAAAALonVsiBbmDo0KHasWOHpOB1Pb/61a+quLhY48aN09KlS/XYY4+d0TgtLS267rrrYm675JJLNHv2bNdjBgAAADIdCTnQDRiGoby8PPn9fq1evVoPPfSQJOn666/XzTffrAMHDsRce/RkKFkHAAAA3EPJOtANbNu2TZ/73Of00ksvqb6+XnPmzNHll1+u7373uzIMQ88880yqQwQAAAC6HRJyIMPt2rVLTzzxhG677Tb9+te/1h133KH//d//1aZNm7Rp0ybdf//9ev7559XU1JTqUAEAAIBuhZJ1IMNE7/P2eDzKzc3V9773PfXt21fbt2/XE088EXP+hAkT9OSTT+qFF17QpEmTznjsaPPnz9cFF1zg3osAAAAAugHDcRwn1UEAAAAAANDdULIOAAAAAEAKkJADAAAAAJACJOQAAAAAAKQACTkAAAAAAClAQg4AAAAAQAqQkAMAAAAAkAIk5AAAAAAApAAJOQAAAAAAKUBCDgAAAABACpCQAwAAAACQAiTkQAoEAgF96Utf0re+9a0zOv/TTz/Vf/7nfyY5qo7Zu3evLr744tOe9/zzz2vZsmWSpBUrVmjx4sXJDg0AgJPau3evLrjgAl133XWR/6699lqtWrWqw2O99tprevzxxyVJr776qn70ox+d9rlP9945ceJEjRs3To7jnFEMDQ0NmjJlypkF3ImGDBmiurq6U57T0fkDMlFWqgMAuqPf//73Gjp0qD744AP9/e9/1z/8wz+c8vz9+/dr165dnRSdu9555x2df/75kqSbb745xdEAACDl5eVp7dq1keOqqiqNHz9eF110kYYOHXrG42zbtk1Hjx6VJP3Lv/yL/uVf/iWhuN5//335/X5lZ2fr9ddf15gxY077mKNHj2rbtm0JPW+quD1/QFdEQg6kwIoVKzRu3Didd955+tWvfqUHH3xQb775pubMmaPf/va3khQ5Xrt2rWbNmqWqqirdfvvteuqpp/TKK6/ov//7v2Xbtnr27Km7775bZWVlMk1TP/7xj/Xaa6/J6/Xq4osv1uzZs2UYhubPn6833nhDXq9XZWVluvvuu1VQUKDLL79cZWVl+vjjj/W9731P8+bNizkuKyvTgw8+qAMHDigQCOiaa67RHXfcEfN6Dh06pPvuu0+1tbWqqalR//799dhjj+n//u//tGnTJv35z39WXl6e6urqdPjwYd13333629/+pgcffFBHjhyRYRi67bbbNGHCBL355ptasGCBzj33XP3tb3+TaZp64IEH9IUvfCEV/1cBALqB0tJSDRgwQLt379Z5552n+++/X5988omOHDminj176tFHH9WgQYM0efJk9e7dW5WVlRo3bpx+/etfy7IsFRYWasCAAXr55Zf1i1/8Qu+9955+/OMfy+/3q6amRqNHj9ZDDz102jhWrFihr371q+rTp49+9atfRRLyvXv3qry8XO++++4Jx3fffbdaWlp03XXXafXq1Xr33Xf1yCOPqLm5WdnZ2frud78bGecXv/iFXnjhBWVlZWnAgAGaP3++CgsLtWjRIr344ovyer0aOHCg7r33Xvl8vpjXe/PNN2vjxo0xxxMmTNDcuXO1Y8cOBQIBXXbZZfrhD3+orKy2FKOpqand+WxoaDjp/B08eFD333+/9u3bJ8dxNGHCBH3rW9/S3r179c1vflNf+cpX9P7776u+vl4zZszQFVdckYTfCqBzULIOdLKdO3fq3Xff1VVXXaUJEyZo7dq1Onz48EnP93q9+tGPfqTzzjtPTz31lP7+979r9uzZWrhwodatW6eKigr9x3/8hxobG7V8+XJ9+OGHWrt2rX7729/q2LFjeumll/Tkk0+qurpaa9eu1dq1a2Xbth555JHIc5x//vn63e9+F3lDiz6eMWOGbrjhBq1evVqrVq3S5s2b9dJLL8XE+OKLL2rEiBFauXKlXn311cjKwxVXXKHLL79c3/zmNzVp0qTI+aZp6jvf+Y4mT56s9evXa8mSJfrpT38a+aCxdetW3XbbbVqzZo0mTpyoBQsWuPl/AQAAMd59913t2bNHw4cP1x//+Ef16tVLK1eu1Msvv6yLLroosvVKknr16qWXXnpJ06ZN00033aRx48Zp+vTpMeM9/fTTqqio0PPPP68XX3xRmzZt0gcffHDKGI4cOaKXXnpJ1157ra699lr95S9/0c6dO08b+7x58yLvu/X19aqoqNDMmTO1fv16Pfzww5oxY4Y+/fRTvfrqq1o7+U4tAAAgAElEQVS9erVWrlyp3/72tzrnnHP07LPP6je/+Y1ef/11rVq1SuvXr9f555+vu+6664TXO3ny5BOOH3roIV144YVavXq11qxZo8OHD+uXv/xlTHwnm8/hw4efdP5+8IMfaOTIkVq/fr1WrFihdevW6cUXX5QU3Mb3pS99SatWrdL3v//9M/qiA0hnrJADnWzFihX653/+Z/Xp00d9+vTROeeco+eee04jRow4o8f/5S9/0ahRo3TuuedKki677DKdddZZ+uCDD7R582Zdd911ysvLkyQ99thjkqQbb7xR06dPV3Z2tiRp8uTJuvPOOyNjXnrppTHPET5uamrS22+/raNHj0b2eDU1Nemjjz5SWVlZ5Pxbb71VW7Zs0S9/+Uvt3r1bf/vb3zR8+PCTvobdu3ertbVVV155paTgysSVV16p119/XSNHjtRnPvMZXXDBBZKkz3/+83rhhRfOaG4AADgT4RVlSbIsS3369NGPf/xj9evXT/369dO5556rZ555Rp988oneeuutmH3fx79ntmf+/Pn64x//qJ///OeqrKxUa2urmpqaVFRUdNLHrF69WoMHD9bnPvc5SdLo0aP19NNP68EHHzzj17V161add955kffg888/X5dcconeeustbd++XVdddZV69+4tSbr77rslSf/1X/+liRMnKj8/X5I0ZcoU/fznP5ff72/39UYfv/baa9q2bVtk/31LS8sJMV111VWnnM/jNTU16f/+7//0P//zP5KkwsJCTZw4UX/84x81fPhwZWdn6ytf+Yqk4GeEI0eOnPH8AOmIhBzoRE1NTVq7dq1ycnJ0+eWXS5IaGxv17LPP6uKLL45p4BIIBNodw7ZtGYYRc5vjODJNM6ZETAqWktu2fcJjbNuOGT/8Jnz8sW3bchxHv/71r9WjRw9JUl1dnXJzc2NW9X/84x9r69atuuGGGzRy5EiZpnnKZjSWZZ30NUiKfKEgSYZhnHFjGwAAzsTxe8ijLV++XM8995wmTZqk8vJyFRUVae/evZH7j3/PbM83vvENDRkyRF/+8pd19dVX6/333z/le1n4vfbo0aORzwfNzc166623NH369BPeC0/2GeFU769erzfmvvr6etXX17f7GSH8ftze640+tm1bjz/+eKQXTn19/QnPf7r5PF74s8fxt4Vjys7OlscTLPI9/rmAroiSdaATrV+/XkVFRXr99de1adMmbdq0Sa+88krk2+D9+/ertrZWjuNESrOkYNl6+M33sssu05/+9Cd9+umnkqQ33nhDBw4c0PDhw3XZZZfpt7/9rfx+v2zb1v33368XX3xRX/7yl7VixQoFAgHZtq1ly5bpn/7pn04bb0FBgUaMGBEpP6uvr9fNN9+sV199Nea8P/3pT7r11ls1YcIEFRcXa/PmzbIsKxJ79Bu7JA0aNEhZWVnauHGjpGAznZdfflmjR4+Oc2YBAHDHn/70J11//fX62te+poEDB2rTpk2R97TjtfceV19fr23btukHP/iBrrzySh08eFB79uyRbdsnfc4///nPqq2t1SuvvBL5fPD666/L5/Np5cqV6tWrlwKBQKSEPfozQlZWlizLkuM4GjFihCorK7V161ZJ0t/+9je9/fbb+uIXv6jRo0fr97//vRobGyVJCxcu1NKlS/XlL39Zv/nNb9TU1CRJeuaZZ/SP//iPysnJOe1cfelLX9LSpUvlOI78fr++853v6Nlnnz3j+Wxv/goKCjR8+PDINoGGhgatWbOGzwjIWKyQA51oxYoV+rd/+zd5vd7Ibb169dLkyZP1+9//XjfddJNuuOEG+Xw+ffWrX410TR08eLByc3N144036vnnn9fs2bM1bdo0WZalvLw8/fznP1dhYaFuuukm7du3TxMnTpTjOPriF7+oyZMnyzRNPfzww5owYYJM01RZWZnuvffeM4r50Ucf1Zw5c1ReXi6/36/x48fr2muvjfl2+84779Qjjzyixx9/XNnZ2brkkku0Z88eSdKYMWM0f/78mDGzs7P1xBNP6Ec/+pEWLlwoy7J05513atSoUXrzzTcTnWYAAOJ222236b777ouUYY8YMUI7duxo99xRo0bpBz/4gebMmaMLL7xQUvB9/d///d91/fXXKz8/X6Wlpbrkkkv0ySefRLabHW/FihX613/9VxUWFkZuy8rK0re//W397Gc/0+23364ZM2Zo6tSpOuuss3TVVVdFzvP5fCorK9M111yjZcuW6fHHH9ecOXPU0tIiwzA0b948DRw4UAMHDtTOnTsjVzwZPHiw5syZo/z8fB04cEBf+9rXZNu2BgwYoEcfffSM5mrmzJmaO3euysvLFQgENHr06BMu6Xqq+Wxv/qTgZ48HH3xQq1evlt/vV3l5uSZOnKh9+/adUVxAV2I41IICAAAAANDpKFkHAAAAACAFSMgBAECMxsZGjR8/vt3GS9u3b9fEiRM1duxYzZw584T9nwAA4MyRkAMAgIj3339fN998s3bv3t3u/TNmzNB9992nl19+WY7j6LnnnuvcAAEAyCAJJ+R8iw4AQOZ47rnnNHv2bJWUlJxw3759+9TS0qIRI0ZIkiZOnKgNGzZ0dogAAGSMhBJyvkUHACCzzJ07V5deemm791VXV8vn80WOfT6fqqqqOis0AAAyTkKXPQt/i/7DH/7whPva+xb9Zz/7mW655ZYOPcfhw8fUp09P1dY2JhIqTqG4uID5TRLmNnmY2+RifpMnPLcej6E+fXqmOpwOsW1bhmFEjh3HiTk+E4cPH5NtO/yOJRFzm1zMb/Iwt8nD3CZXcXFBJG/tqIQS8rlz5570Pre+RQ+/qOLigo4HiDPG/CYPc5s8zG1yMb/J01Xntm/fvqqpqYkcHzp0qN3S9lOxbUe27UR+RnIwt8nF/CYPc5s8zG1yxTu/CSXkp+LGt+iSVFvbqOLiAtXUNLgZHqL4fIXMb5Iwt8nD3CYX85s84bn1eIwul5j3799fubm5euedd/SFL3xBa9eu1ZgxY1IdFgAAXVbSuqy78S06AABIvalTp2rbtm2SpEcffVTz5s3TVVddpaamJk2ZMiXF0QEA0HUlbYWcb9EBAOi6Nm3aFPl5yZIlkZ+HDh2qVatWpSIkAAAyjusr5On4LbptO3pv5yGt+/MuvbfzEPsnAADownhfBwBkCldWyNP5W3TbdvSTle+pcn+9/AFLOdleDfpML33/6yPk8XR8TzsAAEgd3tcBAJkkaXvI08XWylpV7q9Xa8CSI6k1YKlyf722VtamOjQAANBBvK8DADJJxifke6oa5A9YMbf5A5Y+raJ7MAAAXQ3v6wCATJLxCfl5pYXKyfbG3JaT7dW5pYUpiggAAMSL93UAQCbJ+IS8bFCxBn2ml2QHJMdRbmivWdmg4lSHBgAAOoj3dQBAJsn4hNzjMfT9r4+QDr4m1b6rb193YVyNX+joCgBA6rn1vg4AQDpI2nXI04nHY8g4tlc6tlcjBp/d4cfT0RUAgPSR6Ps6AADpIuNXyN1AR1cAAAAAgNtIyM8AHV0BAAAAAG4jIT8DdHQFAAAAALiNhPwM0NEVAAAAAOA2EvIz4GZHV7q1AwAAAACkbtJl3Q1udHSlWzsAAAAAIIwV8k5Et3YAAAAAQBgJeSeiWzsAAAAAIIyS9U4U7tbeGpWUx9Ot3bYdba2s1Z6qBp1XWqiyQcWUvAMAAABAF0NC3onC3dq376qWjCzl5mR1uFs7+9ABAAAAIDNQst6J3OjWzj50AAAAAMgMJOSdLNyt3Tj8vkYMPrvDq9rsQwcAAACAzJBQQr5+/XqNGzdOV155pZYtW3bC/R9++KFuuOEGXXvttfr2t7+t+vr6RJ4OatuHHi2efegAAAAAgNSKOyGvqqrSggULtHz5cq1Zs0YrV67Uzp07Y86ZO3euKioqtG7dOg0cOFBPPfVUwgF3d+F96LIDkuMoN7SHvCP70MNs29F7Ow/p17//WO/tPCTbdpIQMQAAAACgPXE3ddu8ebNGjRqloqIiSdLYsWO1YcMGTZs2LXKObds6duyYJKm5uVm9e/dOMFyE96F/67v3SDnF+vYd34yryzrN4QAAAAAgteJOyKurq+Xz+SLHJSUl2rp1a8w5d911l2677TY99NBD6tGjh5577rkOP09xcYEkyedLrCQ7Jycr4XHcGMOtcXIDB6XAQV1x2cC4Hv/WXw9q14H6yCXYWgOWdh2o1ye1Tfri5/vGHRdOlOjvC06OuU0u5jd5mFsAACAlkJDbti3DaFtJdRwn5rilpUUzZ87U0qVLVVZWpl/+8pf6f//v/2nx4sUdep7a2kYVFxeopiaxpmV+vylJCY3jxhjpEsu2HdVq9cc2h2v1W/pgR7UG+nqe8ThcE/3UfL7ChH9f0D7mNrmY3+QJz63HY0S+dAYAAN1T3Al53759tWXLlshxTU2NSkpKIsc7duxQbm6uysrKJElf//rX9fjjjycQKtwUbg7XGtWxvaPN4Sh7BwAAAID4xd3UbfTo0XrjjTdUV1en5uZmbdy4UWPGjIncP2DAAB08eFCVlZWSpFdffVXDhg1LPGK4wo3mcFwTHQAyD1dQAQCg88SdkJeWlmr69OmaMmWKJkyYoPHjx6usrExTp07Vtm3b1Lt3b82bN0/f/e53VV5ert/85jd66KGH3IwdCQg3h9PB1+Q9+r6+fd2FHV7Zduua6OFu7+v+vItu7wCQQlxBBQCAzhV3yboklZeXq7y8POa2JUuWRH7+yle+oq985SuJPAWSyOMxZBzbq6zAQY0YfHaHH0/ZOwBkFq6gAgBA54p7hRyg7B0AMkt7V1CpqqqKOeeuu+7SrFmz9KUvfUmbN2/WTTfd1NlhAgCQMRJaIUf35sY10U9V9t7RVXs6vgNAYjrjCirRneXT4VKkmYp5SS7mN3mY2+RhbpMr3iunkJAjIeGydx3bm7Kyd4nSdwBwQ2dcQaW2tlG27SR8aT23LkWaibhsYXIxv8nD3CYPc5tcPl9h5HLdHUXJOlLKjbJ3idJ3AHADV1ABAKBzsUKOlHKj7F1yr/SdsncA3Vn0FVQCgYBuvPHGyBVUKioqNGzYsMgVVBzHUXFxMVdQAQAgASTkSLlEy94lOr4DgFu4ggoAAJ2HknVkBDq+AwAAAOhqSMiREcKl7zr4mlT7rr593YUdXtk+Vdk7AAAAALiNknVkjHTp+C617UWvfW+/igty2IsOAAAA4AQk5EBIuOx9+65qychSbk5WXB3f2YsOAAAA4ExQsg6EuFH2Lrm3F922Hb2385DW/XmX3tt5SLbtdOjxAAAAANIbK+RAFDc6vrtxCTZW2QEAAIDMxwo54LLwXvRoHd2LTsd3AAAAIPORkAMuc+MSbG52fKf0HQAAAEhPlKwDLgvvRf/Wd++RN9+nb39rSoe7rLvV8Z3SdwAAACB9sUIOJEF4L3rW0W0aMfjsDie/bqyyS5S+AwAAAOmMhBxIQ251fHez9B0AAACAuyhZB9KUGx3f3Sx931pZqz1VDTqvtLDDJfgAAAAATpRQQr5+/Xo9+eSTMk1Tt956qyZNmhRzf2VlpWbPnq2jR4/K5/Pppz/9qXr37p1QwADOXLj0ffuuasnIUm5OVodL39mHDgAAACRH3CXrVVVVWrBggZYvX641a9Zo5cqV2rlzZ+R+x3H0ne98R1OnTtW6det0wQUXaPHixa4EDeDMuFH67uY+dDq+AwAAAG3iXiHfvHmzRo0apaKiIknS2LFjtWHDBk2bNk2S9OGHHyo/P19jxoyRJN1xxx2qr693IWQAHZFo6fup9qF3ZDxW2gEAAIBYcSfk1dXV8vl8keOSkhJt3bo1crxnzx6dffbZuueee7R9+3YNGjRI9957b4efp7i4QJLk83Vsz+vxcnKyEh7HjTGIJXljEEtyxhn2uRJteHOPWvxtSXlujlcXfa6kQ+O99deD2nWgPrKfvTVgadeBen1S26Qvfr5vh+OSEp8XnBrzmzzMLQAAkBJIyG3blmG0rWo5jhNzbJqm3nrrLT377LMaNmyYHnvsMc2fP1/z58/v0PPU1jaquLhANTWJdYX2+01JSmgcN8ZIx1hycrJSHgtzm/xY4h1nQHG+BvaL3Yc+sF8vDSjO79B423ZUq9Ufu9Le6rf0wY5qDfT1PONxwg3mahv9Ki7IocFckvh8hQn/3qF94bn1eIzIl84AAKB7ijsh79u3r7Zs2RI5rqmpUUlJSeTY5/NpwIABGjZsmCRp/PjxqqioSCBUAKkQ3of+re/eI+UU69t3fDOuJNiNju9ulr3TOR4AAACpFndTt9GjR+uNN95QXV2dmpubtXHjxsh+cUm6+OKLVVdXp48++kiStGnTJl144YWJRwyg04X3oRuH39eIwWfHlbiGO77LDkiOo9xQMt2Rju9uNZgLJ/a/WPuh1r6+S79Y+6F+svI9mswBAACgU8WdkJeWlmr69OmaMmWKJkyYoPHjx6usrExTp07Vtm3blJeXp0WLFmnWrFm65ppr9Oabb+quu+5yM3YAXYgbHd9P1WCuI9zsHA8AAADEK6HrkJeXl6u8vDzmtiVLlkR+Hj58uFatWpXIUwDIIIl2fHej7F1yt3M8Ze8AAACIV0IJOQB0pnDZe3SDuY6WvUvpt58dAAAA3VPcJesA0Nmiy969R9+Pq+xdSq/97FIwuX9v5yGt+/MuvbfzEHvZAQAAuglWyAF0KeGy96zAwbjK3sNjJNo53s2yd1baAQAAuidWyAF0S4l2jg+XvUeLZz87DeYAAAC6LxJyAIiDG2Xvknud4yl7BwAA6HooWQeAOLhR9i7RYA4AAKA7Y4UcAOKUaNm7lL4N5n79+49Zae+m1q9fr3HjxunKK6/UsmXLTri/srJSkydP1rXXXqvbb79dR48eTUGUAABkBhJyAEih6M7xqn03rs7xbpa9/2Tle/rF2g+1fMNH+sXaD/WTle+RlHcjVVVVWrBggZYvX641a9Zo5cqV2rlzZ+R+x3H0ne98R1OnTtW6det0wQUXaPHixSmMGACAro2EHABSLNMazLGfvevavHmzRo0apaKiIuXn52vs2LHasGFD5P4PP/xQ+fn5GjNmjCTpjjvu0KRJk1IVLgAAXR57yAGgiwuXvW/fVS0ZWcrNyXK9wdyZXsqN/exdW3V1tXw+X+S4pKREW7dujRzv2bNHZ599tu655x5t375dgwYN0r333tuh5yguLoj87PN17EujaDk5WQmPkcmYl+RifpOHuU0e5ja5ot/fOoKEHAC6uHRqMBe9yi7FrrJ39PrsWytrtaeqQeeVFsb1etwcp7uwbVuG0TY/juPEHJumqbfeekvPPvushg0bpscee0zz58/X/Pnzz/g5amsbZduOfL5C1dR0bFtFNL/flKSExshUic4tTo35TR7mNnmY2+Ty+QpVW9sYV1JOQg4AGSBc9q5jezuU+EZzY6U9nVbZWa3vuL59+2rLli2R45qaGpWUlESOfT6fBgwYoGHDhkmSxo8fr4qKik6PEwCATMEecgCApNgGc96j78fVYM6N/exu7WVnT3zHjR49Wm+88Ybq6urU3NysjRs3RvaLS9LFF1+suro6ffTRR5KkTZs26cILL0xVuAAAdHmskAMAIsIr7VmBg3GttKfLKrtb43S3VfbS0lJNnz5dU6ZMUSAQ0I033qiysjJNnTpVFRUVGjZsmBYtWqRZs2apublZffv21SOPPJLqsAEA6LJIyAEArnFjP7sbe9ndGsetPfFdSXl5ucrLy2NuW7JkSeTn4cOHa9WqVZ0dFgAAGYmSdQCAqxK9jFt4lV12QHIc5YZWpTvaNd6Ncdy6xjsAAEB7SMgBAGklei+7at+Nay+7W+O4dY13AACA9pCQAwDSTqKr7G6N49ZqPQAAQHsSSsjXr1+vcePG6corr9SyZctOet5rr72myy+/PJGnAgCg07m1Wg8AANCeuJu6VVVVacGCBVq9erVycnJ00003aeTIkRo8eHDMeYcOHdLDDz+ccKAAAKSCG9d4BwAAaE/cK+SbN2/WqFGjVFRUpPz8fI0dO1YbNmw44bxZs2Zp2rRpCQUJAECyGcbx/xkn/AcAAOCmuFfIq6ur5fP5IsclJSXaunVrzDlPP/20Pv/5z2v48OFxB1hcXCBJ8vkSa6CTk5OV8DhujEEsyRuDWIiFWDIrllONYduOHMeR7UiOE/zZUfhnhf4L/uzxBr97zs7LaTs3dL8depztOJIT/NOJ/GnLsYM/m5Yjw0h8bsPcGgcAAHRtcSfktm3HrBY4jhNzvGPHDm3cuFFLly7VwYMH4w6wtrZRxcUFqqlJ7BIzfr8pSQmN48YY6RhLTk5WymNhbpMfS6LjpFssic6tm7EkOkY6xhKe39hF4eDB8QvF4WTYtiUpmNC2hmLZd+CoHDlyHCNyX/gxtqPY5NgOJsjhpPhYk1+OpPe2H4wkybZtR43RNlbwmYP/4wT/R6G7dazJL0na9nFV3HPSGjDl9RiqrW2UbTunf8Ap+HyFqqlpkMdjRL50BgAA3VPcCXnfvn21ZcuWyHFNTY1KSkoixxs2bFBNTY1uuOEGBQIBVVdX65ZbbtHy5csTixgAENGWHLeVVIcbjrUlveEk1ZEdSoyDK8JGKFluO8dxHFm2I3/A0uFGfyhJDibBwVVpyQqvMtttybMTlQhLUkurJcnRJwfqYxNltSXSpxOwbElSwzF/QnOUWPoMAACQPHEn5KNHj9bChQtVV1enHj16aOPGjZozZ07k/oqKClVUVEiS9u7dqylTppCMA+iWjl9ljj4OJ81hph1dUt2WJIcqqoMJsh18TPSKsW07avVbciTtPlDfbqIcnRifsLocFUNrwFKWI1XVHov7NYeTbyvB1WQAAIBMFndCXlpaqunTp2vKlCkKBAK68cYbVVZWpqlTp6qiokLDhg1zM04A6DTRq87Rx5HkObzyrLZEtiVgxSTAMYmzbYeSZ0e2HVxhDv5sRx7T4rckSbv318ck0O0lzCdjBmvG1dRiujIPAAAASK64E3JJKi8vV3l5ecxtS5YsOeG8c845R5s2bUrkqQDglE6XRIf3KDsKrzQrsjJ9rNWMJNBWeB/zcceW1ZY8RyfJLaG90p8cqI/cFg879EAzVKYNAACAzJdQQg4AbojdBx38qb1EOroDdsC01dgSCK44h1abrdMk0ZEV59BtrX5TjqRPD8bfBC2cf8ebiAMAAKD7IiEHkLD2Emo7qulXeL9zOJmWpIaWgGwrmDxbocZhthVMri3LjtoDffzlrIJ7pb1Z0t6qxoTiJocGAABAKpGQA5DUflJtxVzrOZjANvutyPWbrUhCbcu2HZnhFWrLlm1HNROLSsbDe6X3JZBMk0gDAAAgE5CQAxkomFBHdfMOXukqkjAHE+xgOXdwRdqRGUqqA5Ydm1SHkunwXuk9B+spzwYAAABcQEIOpDnDkAwjthS8rXt323WgrdCeactyZIb/tG1Zlh26JnSog3fkElpOhxJr9koDAAAA7iIhBzrZ8avXthPaQ20HV62t0Kq0ZTsyLUeOHB2oPSbTcmRaVsyqtXPcvuyToYM3AAAAkH5IyAEXRCfZwWQ6uKJsWbZaAlboElu2TDO4am2atkzbkWlGJ9htXcXD+bXfDK5sH2loTdVLAwAAAJAkJOTAKUQn2m0r2U4owXYiHcEDVjDJDv9pO45aWi1lZTn65AB7rgEAAACciIQc3dKJK9qh/xxFVqnrGlplhpJty7SD5eNO255t2z51lh0sNmfPNQAAAID2kZAj40Q3QQuuaAf3ZVuhBmjRK9l+0w51Ew8l2nZbN/HquqYUvxIAAAAAmYyEHF3K8SvbphW1uh1uguY42lvTqIBpRUrLnahu5AAAAACQDkjIkVaiE+5Iom2FVrat4Ip2IGDJbwZXuJ3IJcCCyXa4CVrDMX9KXwcAAAAAnA4JOTpddDl5dMLtOFL1keZI0m3bbdfZPt1+bQAAAADoakjI4brwKrfUVkYeTL5t+QO2/KYlfyDUjTyUcLf4gyvbtUdaUhk6AAAAAHQaT6oDQNdkGJLHY4SS72An8aZWS0eb/Ko+0qy9NY3adaBeu/bX65OD9dpzsF57qxpVXdekI/WtamoOyB+wZIYaqgEA0sP69es1btw4XXnllVq2bNlJz3vttdd0+eWXd2JkAABkHlbIcUqR8nLLkWkHL/1lWrZaA5Za/Zb8AUstfkuO42jPwfpUhwsASEBVVZUWLFig1atXKycnRzfddJNGjhypwYMHx5x36NAhPfzwwymKEgCAzMEKOSS1rXYHk21bx1pMHW7060DdMe0+UK9dB+q1+0BwpXtfdaMOHW5WwzG/Wv1WcP93ql8AACBhmzdv1qhRo1RUVKT8/HyNHTtWGzZsOOG8WbNmadq0aSmIEACAzMIKeTdjGMG93YHQSrdlO2r1m9pT3ahAwApdt5smagDQHVVXV8vn80WOS0pKtHXr1phznn76aX3+85/X8OHDOzs8AAAyDgl5hjKMYPJtWbYCtqOAGWyo1tJqqjVgBhuthUrPs7K8auQyYQDQ7dm2HfriNshxnJjjHTt2aOPGjVq6dKkOHjwY13MUFxdEfvb5CuOONScnK+ExMhnzklzMb/Iwt8nD3CZX9PtbRySUkK9fv15PPvmkTNPUrbfeqkmTJsXc/8orr2jhwoVyHEfnnHOO5s2bp969eyfylGiHYRiS4ShgBle9A6atFr+p5lZLAdOSHepyDgDAqfTt21dbtmyJHNfU1KikpCRyvGHDBtXU1OiGG25QIBBQdXW1brnlFi1fvvyMn6O2tlG27cjnK1RNTUPcsfr9ZijG+MfIVInOLU6N+U0e5jZ5mNvk8vkKVVvbGFdSHvce8nDjl+XLl2vNmjVauXKldu7cGbm/sbFR999/vxYvXqx169ZpyJAhWrhwYbxPh5BwkzVHku1Ihxtatf/QMe3aX6/d++v1yYHgHtScbCEAACAASURBVO/aIy1qag4oELBJxgEAZ2T06NF64403VFdXp+bmZm3cuFFjxoyJ3F9RUaGXX35Za9eu1eLFi1VSUtKhZBwAAMSKOyE/XeOXQCCg2bNnq7S0VJI0ZMgQHThwIPGIu5HwpcVsx1FrwFJ9c0AH6o5p14F6tbSaavGbqqpr0tHGVrW0Bi8h5pB7AwDiVFpaqunTp2vKlCmaMGGCxo8fr7KyMk2dOlXbtm1LdXgAAGScuEvWT9f4pU+fPrriiiskSS0tLVq8eLEmT57c4ecJL/snuufBjb1mbu1XO9U4lu2otdVUa8BSs99UU1NAATO4yu04kjxe5fXwypvllSQVFeUnFEuWC+OkyxjEQizEklmxpNvr8Rrx7w87Xjrv4ysvL1d5eXnMbUuWLDnhvHPOOUebNm3qrLAAAMhIcSfkp2v8EtbQ0KA777xTQ4cO1fXXX9/h5wnX4ie658GNvWZu7Vfz+00ZRvC1BSxbpmmr1bTV1BJQS6sZTMCtUy91m6YlSTpypCmhWEwz2NQtkXHciMXN15NOsaTD3Lo1TrrFkujcuhlLomOkYyzp8LubbnPreIzI/udEhPfxeTyGawk+AADomuJOyE/X+EUKrqLffvvtGjVqlO655574o8wQhmHItG3ZjiPbkj6papDfb8myHNnUmgMAAABAtxL3HvLTNX6xLEt33HGHrr76as2cObPd1fNMZxiSDMlv2mpoDmjfoUbt3l+vVr8lv2npWKgcnWQcAAAAALqfuFfIoxu/BAIB3XjjjZHGLxUVFTp48KD++te/yrIsvfzyy5Kkiy66SHPnznUt+HRkGIZs21GraampxVRjk1+tASumBJ30GwAAAACQ0HXIT9X4ZdiwYfroo48SGb7LMAzJbzryByw1NPvV1GwqYFp0PAcAAAAAnFRCCXl3ZRjBa4C3mrZaWkw1NPvVGrrsGAAAAAAAZ4KEvCMMybYdVR1uVlNzQH7TTrjbLgAAAACgeyIhPwOOpGPNAbX6Ldm2o7qjLakOCQAAAADQxZGQn4RhSJblqKE5oMP1LWrxW7JYDQcAAAAAuISE/DiGYchvWqo/FtCRhhYFTPaFAwAAAADcR0IeYhhSS8DWkcZWNTT6adAGAAAAAEiqbp+QG4bU1GrqcH2rjjUHKEsHAAAAAHSKbpuQO5KOtZiqq29RS4spm4uGAwAAAAA6UbdKyA1DshxHjaFGba1+S+ThAAAAAIBU6DYJuWFIpuXokwMN8gesVIcDAAAAAOjmPKkOoPMYsmyHZBwAAAAAkBa6UUIOAAAAAED6ICEHAAAAACAFSMgBAAAAAEgBEnIAAAAAAFKAhBwAAAAAgBQgIQcAAAAAIAVIyAEAAAAASIGEEvL169dr3LhxuvLKK7Vs2bIT7t++fbsmTpyosWPHaubMmTJNM5GnAwAAAAAgY8SdkFdVVWnBggVavny51qxZo5UrV2rnzp0x58yYMUP33XefXn75ZTmOo+eeey7hgAEAAAAAyASG4zhOPA984YUX9Pbbb+uhhx6SJC1atEiO42jatGmSpH379unWW2/VK6+8IknasmWLfvazn+npp5/u0PPM/Z+/qLHFVMBvxRNmxMc7PpJtOxow8Py4x9i9a4ck6bMDP5dQLG6M42YshmFowGdTOy/MbfJjSXScdIsl0bl1M5ZEx0jHWNLhdzfd5taQoQsuuECK612zTXaOVwG/pT69cjXztlGJDdYF1dY2yrYd+XyFqqlpiHuc22+fLEl66qln3AotYyQ6tzg15jd5mNvkYW6Ty+crVG1to4qLCzr82Kx4n7S6ulo+ny9yXFJSoq1bt570fp/Pp6qqqo4HmO2VWkxl53jjDVWSdNFFF6ql1ZRlx/9JavD5QxOKwc1xMi2WTHs9bo1DLMkbw61xiCW9x3BrnMHnD5XHMJSdndh7UVh2jjf4/gYAALq1uBNy27ZlGEbk2HGcmOPT3X+mvjXuAhUXFyT8jY5hGNp/6JiONrYmNE4mKirK15EjTakOIyMxt8nD3CYX83uinvnZGlBaKDuBL3altlUKj6fj74mdYf369XryySdlmqZuvfVWTZo0Keb+V155RQsXLpTjODrnnHM0b9489e7dO0XRAgDQtcW9h7xv376qqamJHNfU1KikpOSk9x86dCjmfgAAkF5O1x+msbFR999/vxYvXqx169ZpyJAhWrhwYQojBgCga4s7IR89erTeeOMN1dXVqbm5WRs3btSYMWMi9/fv31+5ubl65513JElr166NuR8AAKSXzZs3a9SoUSoqKlJ+fr7Gjh2rDRs2RO4PBAKaPXu2SktLJUlDhgzRgQMHUhUuAABdXtwl66WlpZo+fbqmTJmiQCCgG2+8UWVlZZo6daoqKio0bNgwPfroo5o1a5YaGxt14YUXasqUKW7GDgAAXHS6/jB9+vTRFVdcIUlqaWnR4sWLNXny5A49R3TDG5+vMO5Yc3KyEh4jkzEvycX8Jg9zmzzMbXLF09BNSiAhl6Ty8nKVl5fH3LZkyZLIz0OHDtWqVasSeQoAANBJzrT/S0NDg+68804NHTpU119/fYeew60u636/KUl0DW4H3ZSTi/lNHuY2eZjb5Eqky3rcJesAACCznK4/jBRcRb/llls0ZMgQzZ07t7NDBAAgo5CQAwAASafvD2NZlu644w5dffXVmjlzZlxXTwEAAG0SKlkHAACZ43T9YQ4ePKi//vWvsixLL7/8siTpoosuYqUcAIA4kZADAICIU/WHGTZsmD766KNUhAUAQEaiZB0AAAAAgBToXgk5W90AAAAAAGmi25SsO46j4l558ngMNTT6ZVp2qkMCAAAAAHRj3SYhl6ScLI/69slXcWGu6psCOtzQokCAxBwAAAAA0Pm6VUIuBVfKs7weFffKVVHPHDW0BHT4aIta/FaqQwMAAAAAdCPdLiEPcxzJ4zHUOz9HvXrk6Firqbr6FjW3BOQ4qY4OAAAAAJDpum1CHs0wpIK8LBX2KFBTq6m6+lYdaw7ItsnMAQAAAADJQUIexXGkHjlZOseXpZaArcMNLWo8FqABHAAAAADAdSTk7XAcKTfLo35n9ZS/t6WjjX4dbWhVwCQxBwAAAAC4g4T8FBzHUbbHI1/vPPUpyFVDc0CH61vkD1jsMwcAABnJth1trazVnqoGnVdaqLJBxfJ4jFSHBQAZiYT8DDiO5PUYKuqZo975OWoJWGpuMdXQ7Jc/YMmyyM4BAEDXZ9uOfrLyPVXur5c/YCkn26tBn+ml7399BEm5CzLxy45MfE1AZyIh7yDDkHrkeJWf69VZvXPlN221+i01HPOrudWUadmsngMAgC5pa2WtKvfXqzUQvBxsa8BS5f56ba2s1YjBZ6c4uq4tE7/syMTXBHQ2T6oD6KocR5Ij5Xg9KuyRrXNKCvTZz/TSeX0LVVzUQ3m5Xv4hAgAAXcqeqgb5Q8l4mD9g6dOqhhRFlDmiv+xwFPtlR1eVia8J6c+2Hb2385DW/XmX3tt5qMtfGYsVcpfYtiOvYahHTpbyc7PkFOWpNWCrxW+q4VhALX5TJk3hAABAGjuvtFA52d7ICrkk5WR7dW5pYQqjygyn+rKjq1YfZOJrQnrLxKqMuBPy/fv3a8aMGaqtrdXAgQP16KOPqmfPnjHnVFdX6+6779ahQ4fk8Xj0wx/+UJdddlnCQae7cMl6bpZHuVk56lPQVtre2OLXsaZgaXtX/zYHAIBUa2o1Ux1C2qmrb4l7Xgb3760BfQv18Sc1kpGlvByvBvQt1OD+vZnrkHjnt/SsfOVke9QaaFugycn2qOSs/C47t26/pkR+d3FqmTK32yprVbn/aOR3LliVcVRvf1ytYYOKOzxebrZX3hQn8nEn5A888IBuueUWXXPNNVq0aJGeeOIJzZgxI+acRx55RJdffrkmTZqkyspKTZ48WX/84x/l9XoTDrwrsW1HWR5DWXlZKuiRLbvIkT9gy29aamoNqLnFlGk6XO8cAIAOsB1Hew5SSn28ohZLR440xf34a0d/VnP/tFKevGJd87V/1aB+vbS3utHFCLu2eOe3MC9bpWfl65P9hyVPlnKyvSo9K1+Fedld9vfY7deU6O8uTi5T5vbDyrqYL4AkqTVg68PKOvXOz+nweOf1LVR+bmqLxuPaQx4IBPT2229r7NixkqSJEydqw4YNJ5x3xRVXaPz48ZKkAQMGqLW1VU1NXf8XIRGO48iQlJsd3Hvet09PDezXSwNC/5Wela+C/BxlZ3u6bNkFAADoujweQ3bDHpk172pw/958HnGJx2PoX786WP69m2RWv6Py0Z/Vv351cJee30x8TUhvJX16KDsrNoXNzvKopE+PFEWUuLi+Djh8+LAKCgqUlRV8uM/nU1VV1QnnhRN2SXrqqad0wQUXqLCwY3uQiosLQs/RvfYu+QOWWv2WWgOmmlpNNbWYsi1HVpLK3IuK8pMyLpjbZGJuk4v5jdUj1xt5T0pUd3tPw+nZtqPKA/WqPtyskj49NKhfL5KaDBT+ssNu2KPB/aemOhxXZOJrQvoa1K+X+hXHVmX0K87XoH69Uh1a3E6bkP/ud7/TvHnzYm4bMGCADCP2TeL442hLly7VypUr9eyzz3Y4wNraRhUXF6impmuW8rgh3+tRfs9s+UNl7S2tpo61mGoNuJOkFxXlZ0QJSzpibpOHuU0u5vdEgfxs1dY2Jtz/w+crVE1Ngzwew7UEH12bbTt67rWdOlDbpIBpKzvLo37F+aw0AsBxwlUZcx95WJ68Yt0Q2lbTlf+tPG1CfvXVV+vqq6+OuS0QCGjkyJGyLEter1c1NTUqKSlp9/GPPPKI/vCHP2jZsmXq27evO1F3M06oS1y211C216seOV4V986TZTvym5ZMy5Hfb6kltKJumo4sm+uhAwCQbG6sbFceqI8k45IUMG0dqG1S5YF6De7fOxlhAxmHKpPuI9OqMuIqWc/Oztall16ql156SeXl5VqzZo3GjBlzwnlLly7Vm2++qRUrVqhXr65bRpCObDu0Fz3Lq9wsqWduVqhKwVHACq6kB0xbza2mWvyWAqaV1JJ3AAC6mkQ/wLu1sl19uDmSjIcFTFvVh5tJyIEzQJUJurK4W8rNnj1bd911l5588kn169dPP/3pTyVJK1asUHV1tSoqKrRo0SIVFBRo8uTJkcctXrxYpaWliUeOE4RX0rM8hrI8XuVle9UrP1uGYciybAVsRwHTPmE1/RS7DQAAyEhufIB3a2U73KQoOinv6k2KgM5ElQm6srgT8v79++uZZ5454fabb7458vPbb78d7/BwieOEOrsbhnK8hnK8nhNW03sW5KpnjjemkZxlObJtVtQBAJnJjQ/wbq1sZ2KTIqAzUWWCriy1F11DykSvpvfqmavWJr+U15aoW7YjM1TiHjBttQZMtfpt+QOWbDuYrNtsUgcAdFFufIB3a2U7E5sUAZ2JKpOTC2/Nqd9Zq149suL+t4U9+slDQo4Y4UTdYxjKyQr+JeuR45VhBEvfbSeYqJu2I8sMJuitAUstflO2Ldm2Lct2aCgHAEhrbnyAd3NlO9OaFAGdiSqT9rm1t549+snlOf0pQLD03bYdyQmuqudledQzL0t9CnPVr7inBn2mtz7br5cG9Oulz/brpXNLC9W3uKfO6p2nnvnZysn2KjvLw19aAEBaCH+Ad6yAHMeJfMDsyAf48Mq2f+8mmdXvqHz0Z/mAmoZs29HOfUe1+YOD2rnvaMKXLkT64e9i+061NScV46B9rJAjYY4TXBH3GJLH65G8Um528D7DCF6j3nGCnd8t25FlSwEruLoe/s8Kl8Gzug4AKbV+/Xo9+eSTMk1Tt956qyZNmhRz//bt2zVz5kwdO3ZMl156qR544AFlZXW9jxNulYmn08q2W6WpbsaSaHlrunTCR/pLp7+L6cKtvfVujUPZe/u63jsoupRwUzlJ8no88oZqMnrIKyM/W1Jwz7ptB8vgw43kAqYtv2kF/wxYoXL44L51vtkGgOSoqqrSggULtHr1auXk5Oimm27SyJEjNXjw4Mg5M2bM0I9+9CONGDFC99xzj5577jndcsstKYw6fpn0AT6dEs90KpOl+zZSIV0ST7f21rsxTjr9G5VuDMdJ7/XI2tpGFRcXqKamIdWhZCyfrzAt5zd4OTZDhqHQyroT7P4eWm33m7YCpiV/wJZp2nKctmZz6fJbXVSUryNHmlIdRkZibpOL+T1Rz/xsDSgtTPhLwfC/uR6PoeLiApeic8cLL7ygt99+Ww899JAkadGiRXIcR9OmTZMk7du3T7feeqteeeUVSdKWLVv0s5/9TE8//fQZP8fc//mLDte3KjvHq4DfijvWjz/eLkfSeZ89P+4xJGn3rh2SpM8O/FxKx0h0nOZWU7VHWxT922lIKu6dpx65HV9/SYdY3Bjn6DG/6o/5T7i9V88c9e6Zc8axRMvK8sg8brWwI9z6fUknib4mx3HU4rdk2k5wa2SON9RouHPjcIPjOKo50iJ/wJKj4O9sTrZXvqK8uF6TG7G0+AOSjGCPqDhicWOcdPo3KlpujldeF/5/yc7xqiAvSzNvG9Xhx7JCjrQVTKqDybWh8PXVw39hvDEJu+O0dYW3Qkm5aQaTdstq+zOSsNuiSzwAHKe6ulo+ny9yXFJSoq1bt570fp/Pp6qqqg49R1a2V9k5XkmK/BmPi4ZdJNO01RqIP6mXpMHnD03o8W6Nkeg4ZrOj49/VHCmY4GR1vGVQOsTixjg9cr1qaFLMF/WGEbw9nnn5+86PJUn/MHhIhx8b5tbvixuxuDGGlNhrchxHB2ub1dwaSvY8hnKzvepbnN/hBDYd5rapJSC/aUV+dx0pWPVp2crPy+7UWCSp39n5am411RqwlZvtUY/I5Y87d5x0+jcq7O87P5bHMHTRRRcmPJYUfH+L63GuPDuQAtEJuyR5PYa80SUvuToxaQ+XxTuSbTmybFsB01bAshQwHZlmbHm8k0ar7QCQbLZtx3zAchwn5vh095+Jb427QLbtuFKd1dRqas/B9KvwSoWd+45q/ebdJ5SUXn5x/04vzXYrFjfGcbtM9oGNP1FWlldfu31chx/rJtt2NPeN5+XJK9bFg/8p7pLoBzb+RJJS+np27juq9TW7ZRjBpMxxgpWRl5zvS9m2gkTmZfMHB1VV1xxzm+NI5/cv0uiL+nZqLNFSXfmWTv9GhT2w8SfKy/Hqew8kvu3K5ytUbW1jXI8lIUdGOyFpNwx5vYaypdBvf/CbrOjmc1Zo9Tx4CTdFSuRN05FpxybujsOKO4DM0bdvX23ZsiVyXFNTo5KSkpj7a2pqIseHDh2KuR+pE+4af3zimYrLPrkVixvjhJv3pcN+XreEv2TIOedyyZOl9Zt3d+m9uG41DEsXXBO9fen0b1S6ISEHFNt8zmMEr8MuT2zZSXgRKLwaZEU1oQsm8JLlhBJ3y5JpOsrL8So3xxvZ1+6EusiTvANIR6NHj9bChQtVV1enHj16aOPGjZozZ07k/v79+ys3N1fvvPOOvvCFL2jt2rUaM2ZMCiNGWHTiWd9iqlde6rqsu5UEuznO4P69u2Ry155wozrDGyx/7uqN6tItgbVtR57C8+TJK9bOfUc7/DvnZuKZaCzpJBO/HHMLCTlwhsI5dDhxN9ROmXzUirtk6OyzC3QoPyu40m7bskPJeLgcy7Ls4Oq7HUzkg8dtpfKRFXjydwCdoLS0VNOnT9eUKVMUCAR04403qqysTFOnTlVFRYWGDRumRx99VLNmzVJjY6MuvPBCTZkyJdVhIySceKa6NDU6lkQTxExLpt2QaSvK6bRy6kb1gVuJZ6ZVQkj8fT4ZEnIgCcKl8uGfI9dob0fb9su2ve52uHQ+avXddmxZVtv13M1Q8m5ZdiR5Dz5W7H0HELfy8nKVl5fH3LZkyZLIz0OHDtWqVas6OywAIem2opyodKrucKv6wI3EM9MqIXByJORAirUlzm1JtCFDWR4FM/mI6NX30FmRBD4qeQ8l8I7jyHIcWaYj07Zl2eEEPrg/PnyOE5XAOyKRBwAgnaXTirJb0qW6I52qD9IpFiQXCTnQxbSfwIfK59X+t8knS+Jjk/m2VfbwNd9NO3ipuPCqfPDScaHzdGJCDwAAkou9uMmTTtUH6RRLJgrvz1fPs/XezkMqG1Scsr9DJORAN3CyJN4wjOAi/En+ATo+kZdCe+Ajq/Fte+LDSXm42Z0ZuqycbUddbi66vF5RiTyr8wAAnDH24iZHOlUfpFMsmeb4/fm/WPuhBn2ml77/9REpScpJyAGcVHuJvBRM5L2GIW97D4qcE/kp8nPMyrwdTMqPT+jt0Aq9bSuS0FtWsPzeDq3UO46U5TWUleWRIuX2rNQDAID4pVP1QTrFkmmO35/fGrBUub9eWytrNWLw2Z0eDwk5gKQ4aTKv0Mq89/RvKKdK6ouK8lWXnyXbMWKSeSl8Hfm2y9JZdnBlPpLYR6/WB5fnY/fQs2IPADhO5BJU+Wd3+UtQ4eTSqfognWLJJO3tz/cHLH1a1UBCDgDRTpXU52R75fV4wq3uTjlOe4m9pLYGeDr+MnNtSb6jtuTettsS+uhr0LeV4p+Y4IvVewDo8jLxElRAd9Xe/vycbK/OLS1MSTxxJ+T79+/XjBkzVFtbq4EDB+rRRx9Vz5492z23sbFREyZM0Ny5czVy5Mi4gwWAeJwssZfC2+eNUE7fsVX76OPwvvhIgm+H98lHr76HV/LbyvbDSX0k6Y9c5i7YDf9MEv3Y1wgAcBuXoAIyx/H783OzvRr0mV4qG1ScknjiTsgfeOAB3XLLLbrmmmu0aNEiPfHEE5oxY0a7586ZM0f19fVxBwkA6SI6uY89Dook+GdQkh92siQ/OH6wRF+OI1uKTfRDAdjHJf22HXsZvMjKv63IHnzbtqP278cm+XIceTyGvB6DpB8AlJmXoIqU4OcVU4KPbiV6f77ftDToM727Xpf1QCCgt99+W4sWLZIkTZw4Ud/4xjfaTchfeukl9ezZU0OGDEksUgDIUKdL8oM5fqiJXgcS/dDDjh+p3YS/LSl3ZDuGinr3UF0Pr+QYkkJfCihUwu+EvhhwTkz8w7dZUT+Hu/JHv7bYJN8JfRHAqj+A9JRpl6CiBB/dXXh//nl9C5Wfm9pd3HE9++HDh1VQUKCsrODDfT6fqqqqTjhv//79+tWvfqVf/epXmjp1alwBFhcXhJ4jNTX93QXzmzzMbfIwt8mV36PI1fFsO2q1PmrPfrgUP3K7olbuo85X1M/HjxG5zW77OXxZvvD4QW3Jf9QfkUZ+bT+fqEeuN/KelCh+d4GuJdMuQUUJPpA+TpuQ/+53v9O8efNibhswYICM2GWXE45t29bMmTN17733Ki8vL+4Aa2sbVVxcoJqahrjHwKn5fIXMb5Iwt8nD3CZXus6vEfrPo9BKf8zef0/wnOMWd9que69I6b8cR45im/fJMaK66web+0mhrQKOI0OOamsbZduJLd2H59bjMVxL8Lur3GyvzuvLlxvHK+zVQ73yTnVhSsTjBzddrA9316mmvlW+Xrm68LNnddnV5A9317Vbgu83rZT+neJ3N3mY2/blZqd+Tk6bkF999dW6+uqrY24LBAIaOXKkLMuS1+tVTU2NSkpKYs6prKxUZWWlZs6cKUnas2ePZs2apTlz5mjUqFEuvgQAQHd0Ykn7qUvdY0r/I1l7xz5MJ5qMw11ej5HyUsN0dFavPFmtgVSHkZFGXlCatl9YdsQ/9O+t3GyvWgNW5LZgY6veKf07xe9u8jC36Suuv3HZ2dm69NJL9dJLL6m8vFxr1qzRmDFjYs4ZPHiw/vCHP0SOJ0+erGnTptFlHQAAAEihskHFGvSZXqrcXy9/wFJOirtMA91Z3F+BzZ49W3fddZeefPJJ9evXTz/96U8lSStWrFB1dbX+67/+y7UgAQAAALjD4zH0/a+P0NbKWn1a1aBzSwtT2mUa6M7iTsj79++vZ5555oTbb7755nbPb+9cAAAAAJ3P4zE0YvDZGvH/27uXkKjbNo7jv7ExUQxEXq1FEuQbGEVlFFlU5qKpPKSC0AGUcFELETqQHTZFkIhJSWSbCFpUlAQRBqVtlNI2BhkEhZBmoqmRZB6wybmf1SvP41MENfd7z+H72d3i4vLi8v/jmv+f+f/3P65LAaJajOsCAAAAAACIRizkAAAAAAA4wEIOAAAAAIADIf+ukP99uQRfMmEX/bWH3tpDb+2iv/bExHiitr9//7ujtQf/D/TWLvprD721h97a9bv99Rjzsze2AgAAAAAAW3hkHQAAAAAAB1jIAQAAAABwgIUcAAAAAAAHWMgBAAAAAHCAhRwAAAAAAAdYyAEAAAAAcICFHAAAAAAAB1jIAQAAAABwgIUcAAAAAAAHWMgBAAAAAHAg5BfypqYm5ebmyufz6datW67LiSilpaXKy8tTYWGhCgsL1dXV5bqksDc+Pq78/Hz19/dLkjo6OlRQUCCfz6dLly45ri68ze3tqVOn5PP5Zuf3yZMnjisMX1euXFFeXp7y8vJUW1sridkNlh/1Ntpnl1y3i2wPPrLdHrLdHrLdnqBnuwlhHz9+NDk5OWZ0dNRMTEyYgoIC093d7bqsiBAIBMzmzZuN3+93XUrEePnypcnPzzcrVqwwHz58MFNTUyY7O9v09fUZv99vysvLTWtrq+syw9Lc3hpjTH5+vhkaGnJcWfhrb283e/bsMdPT0+bbt2+mrKzMNDU1MbtB8KPetrS0RPXskut2ke3BR7bbQ7bbQ7bbYyPbQ/oOeUdHh7KyspSUlKSEhATt2LFDjx8/dl1WRHj37p0kqby8XLt379bNmzcdVxT+GhsbdebMGaWmpkqSXr16pSVLligtLU1er1cFBQXM72+a29upqSkNDAzo9OnTKigo0OXLlxUIBBxXGZ5SUlJ08uRJzZ8/X7GxsUpPT1dvby+zGwQ/6u3AwEBUFniGDQAABLJJREFUzy65bhfZHnxkuz1kuz1kuz02sj2kF/Lh4WGlpKTMnlNTUzU0NOSwosgxNjamjRs3qqGhQTdu3NCdO3fU3t7uuqywdv78ea1bt272zPwGz9zefvr0SVlZWaqurlZjY6M6Ozt17949hxWGr2XLlmnNmjWSpN7eXj169Egej4fZDYIf9XbLli1RPbtcF+0i24OPbLeHbLeHbLfHRraH9EIeCATk8Xhmz8aYf5zx+zIzM1VbW6sFCxYoOTlZJSUlamtrc11WRGF+7UlLS1NDQ4NSU1MVHx+v0tJS5vcPdXd3q7y8XFVVVUpLS2N2g+jvvV26dGlUzy7XRbvIdvuYYXvI9uAj2+0JZraH9EK+aNEijYyMzJ5HRkZmH2vBn+ns7NTz589nz8YYeb1ehxVFHubXnrdv36q5uXn2zPz+mRcvXujAgQM6duyYiouLmd0gmtvbaJ9dZssust0+ZtieaL8+BhvZbk+wsz2kF/JNmzbp+fPn+vz5s6amptTS0qKtW7e6LisifP36VbW1tZqentb4+Lju37+v7du3uy4roqxevVo9PT16//69ZmZm9PDhQ+Y3SIwxqq6u1pcvX+T3+3X37l3m9zcNDg6qoqJCdXV1ysvLk8TsBsuPehvts0uu20W228f10Z5ovz4GE9luj41sD+mPnRYuXKgjR46orKxMfr9fJSUlWrVqleuyIkJOTo66urpUVFSkQCCg/fv3KzMz03VZESUuLk41NTWqrKzU9PS0srOztXPnTtdlRYSMjAwdPHhQ+/bt0/fv3+Xz+ZSfn++6rLB0/fp1TU9Pq6amZvZne/fuZXaD4Ge9jebZJdftItvtI9vtIduDh2y3x0a2e4wxxkaxAAAAAADg50L6kXUAAAAAACIVCzkAAAAAAA6wkAMAAAAA4AALOQAAAAAADrCQAwAAAADgAAs5EAX6+/t59Q0AABGEbAciAws5AAAAAAAOeF0XAMCdnp4enTt3ThMTExoZGVFGRobq6+sVFxentrY21dXVKSYmRsuXL1dHR4du376txYsXuy4bAAD8BNkOhBfukANRrLGxUUVFRWpsbFRLS4v6+/vV2tqq0dFRVVVV6cKFC3rw4IE2bNigoaEh1+UCAIBfINuB8MJCDkSx48ePKzk5WdeuXdPZs2c1PDysyclJdXZ2Kj09XRkZGZKk4uJiJSYmOq4WAAD8CtkOhBceWQei2NGjRzUzM6Ndu3Zp27ZtGhwclDFG8+bNkzHmH78bE8PndwAAhDqyHQgv/BcCUezZs2eqqKhQbm6uJKmrq0szMzNau3atent79ebNG0lSc3OzxsbG5PF4XJYLAAB+gWwHwgt3yIEoMTk5+a/Xoxw+fFgVFRVKSEhQYmKi1q9fr76+PiUlJenixYs6ceKEYmJitHLlSnm9XsXHxzuqHgAAzEW2A+HPY+Y+uwIg6o2Pj+vq1auqrKxUfHy8Xr9+rUOHDunp06d8kg4AQBgi24HQxB1yAP+SmJio2NhYlZSUyOv1yuv1qr6+nsAGACBMke1AaOIOOQAAAAAADvClbgAAAAAAOMBCDgAAAACAAyzkAAAAAAA4wEIOAAAAAIADLOQAAAAAADjwFzgDWyzpckADAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(df.sentiment, lags=24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:27.536244Z",
     "start_time": "2018-10-31T21:14:25.745648Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(df.ip, lags=24)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stationarity Transform"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Log-transforming the industrial production series and seasonal differencing using lag 12 of both series yields stationary results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:27.543684Z",
     "start_time": "2018-10-31T21:14:27.537809Z"
    }
   },
   "outputs": [],
   "source": [
    "df_transformed = pd.DataFrame({'ip': np.log(df.ip).diff(12),\n",
    "                              'sentiment': df.sentiment.diff(12)}).dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspect Correlograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:29.300204Z",
     "start_time": "2018-10-31T21:14:27.546206Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(df_transformed.sentiment, lags=24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:30.849091Z",
     "start_time": "2018-10-31T21:14:29.302396Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+Pl7o9TrCwwN46KH7iImJ4ccfvyUxMZGkpBP06RNFeHhAqXYlqbWOpLd5w0AMeeZy47sUPz8vfH29nXFbrY556RERQfj5+ZVpV7SPku3UahWhof7O1/R6Xam2taE29+VqEnvt89S4QWJ3B0+N2xPUhWt8QYE/KpWK8PAAwsMDaNeuLQEBAbRp07TENvwJDW3G3LlzmDNnNoqioNVq+fDDD2jRIpJHH32ExYsX89lnH+Hl5UWfPr3JyEghPDwAjUZNcLCf83NU8vGMGTOYPHkyw4YNq9IxudLNN99IamoyM2fejcViYdiwYUydOhmVSsUXX3zBgQMHePXVVy/abt68ucyePZu7774dlUrF4sWLaNWqkduOqbbJd0QxORfF5FwUqwvn4lwFPdzncgpKxTd9TBfe+WYvBRab8zmdl4bpY7q45DjceS6qnZA3bNiQmJgY5+P09LLDoNLS0vi///s/+vXrx7/+9a8q7yMz04DdXvHwsVatOvDhhx+RnJyOj48PFouFvDwjQUHBbN68lQ4dOvLXXzuYP38uWq0aq9XOJ5+sYMmSBTzwwMNERrZgzJgWjBkzkWXLPmHlylV069aH/HwLBkMB6em5pYa7jRw5BoPBhMGQT3p6bql2JaVmOIqqBft5cSott1pDIPT6EE6digUgPT2XlJSzBAQEYjTaMBpzy7Qr2kfJdmFhERw9mkTjxq0BOHEimaCg0FobkuHu4R+XQ2KvfZ4aN0js7uCpcUPd+AF0KXXhGq/TBbFx4xbn/+eFC98qjMXxeOvWGGyFv8t69x7IJ58MLPX+9PRcevbsz6pV35XZdnp6Ll99ta7U9ko+njdvSanX3OWWW+7gllvucD7OKPx9MXz4GIYPH+OMr6hd0b+LonagY86cRaW26e5jqi2e/B3hanIuism5KFZXzkVooK7cYeehgbpS8XVpHsy06zuUmWvepXnwZR+Hq86FWq265M3mct9X3R1ec801REdHc+7cOUwmExs3bmTw4MHO1202Gw888AA33HADL7zwQrl31i9X585d6dkzildffYmcnBzOnDnNQw/N4IUXniYh4SgTJkyiY8fOLFu2mnXr1rFs2Wq0Wi0nTyaxbNknzt5kq9VKUlIi7dt3BECj0WCzOV672HC3ku1Kyiuw4uOtIdDfG6PJUmq+WmX17duPuLgDJCYmArB27XfO4jPltUtOPlmm3aBBg/nppx+wWq3k5uayadNGBg26tsqxCCGEuLLUhWu8EEKI+q8qFc/7d2nIogcH8Olz17HowQFuK8LmatXuIY+MjOTxxx9n2rRpWCwWJk6cSPfu3ZkxYwazZs0iJSWFgwcPYrPZ+PXXXwHo2rUrr776qsuCB/jPf+bw5Zef88gj96EoChaLBY1Gi5+fH1u3buaGG8aUec/cuQt57703uf32Ceh0PiiKncGDhzJ9+r0A9Ot3DW+//ToAd999L++++yaffPIBGo2W7t2v4tSp5DLtbrhhjLOoW16+FX8fLXpfL6w2hQKLDR/vqp3qkJBQ/vWv/zBr1izy8wto0qQps2e/DEB8/EHmz5/LsmWrne1mz34Wq9VSqt1NN03k9OnTTJ8+BavVwrhxE+jZM6p6J1oIIcQVo65c44UQQtRvF1Y8r6jKen2mUqrTfVtLLjWc7WJyc3OJjz9Inz5XA7U7LOOtb/eRmZPPsKimLNsQz8KZ/WkQ5FutbdWV4STVIbG7h6fG7qlxg8TuDp4aN3jGkPXacDnX+JI8+bPganIuism5KCbnopici2JyLoq5e8h6tXvI67qAgABnMl7bjPkW/H20BPh6OR6brDQIcksoQgghhMc6cGA/H374Djk52djtdiIiGvLQQ4/SunUbzp49w2233UT79u2xWu0oih1fXz9uvfV2hg0b4e7QXeLHH9fx5ZefY7Va6d27L4899jRabdmfbkXtFMVOz569ne0MBgPjxo2kefOWzrazZj1Br15SaV0IIeqKepuQu1NevpWIEF/8CxPyXJPZzREJIYQQnsVsNvPss4+xZMm7dOjgqPHy668/89RTs/jmmx8Axzri69atK1XY9NFHZ6LRqLn2WvdVSHeF48eP8emnH7F06ecEBQXx8suz+eqrVdxxx10VtmvbtikPP/yos11c3H569OjJ66+/66ajEEIIcSnVLuomKuboIfdCX5iQG0wWN0ckhBBCeJb8/HwMBgMmU57zuZEjb+CJJ56pcC3xhg0b8X//9wCrV68EHDVXpk+fUivxutpff21mwIDBhISEoFarGT9+Ahs3bqhSuwMH9pGTk8N9903n7run8P3339b2YQghriDRcSk8/d7f3DP/D55+72+i41Iu+rxwqDc95FarlVtuuZG2bTvw2muOpVGKhrO1bt0WrVaNxWItM5zt55/X8+abi2nUqEmp7d177/0MHFi2qnll5BVY8Sss6gaOIetVlZx8kvnz52Aw5ODtrWP27Fdo0aJlhe2ys7Pw9fUt1a6yQ92EEEKIuiYwMJCZMx/hyScfITS0Ad27d6dnz94MHz4KLy+vCt/Xtm07jh8/BuBcacUTpaWl0rBhY+fjiIhI0tLSqtROo9EwYMAg7rxzOtnZWTzyyAOEhTVg8OBrazx+IcSVJTouheUb4jFbHTdMM3MKWL4hnmOnsvh7f0qZ54ErqnDbxdSb7Gzz5j9o27YDhw8fJDHxBC1btgIcw9mWLVvtnKxf3nC2Hj16snDhGy6Jw2qzY7bY8ffR4u/rOL3V6SF/5ZXZ3HrrFO6441Z++OEXZs9+hhUrviqztExRu5Ejryc6+m9nuxMnEio11E0IIYSoqyZPvpNx425m9+5d7N27i1WrlrNq1XI+/nhFhe9RqVT4+PjUYpQ1w25XKHnJVxQFjabswMaLtStaPQYgPDyC8eMnsGXLn5KQCyFcbs3mBGfSXcRstbN5zxkurN9pttpZszlBEvJC9WbI+vfff8ugQYO57roRfPPNFxW2u3A426VMnz6F+PiDlY4j32wDwEenRaNWExqo42ymsdLvB0hPTyMpKYnhw0cC0L//AEwmE0eOHK50u8oOdRNCCCHqon379rB69Qr8/PwZMGAQDz74KCtXfo1KpWLnzu0Vvi8+/iCtW7etxUhrRmRkJBkZGc7HGRnphIdHVKndt99+SUpK8dBQRVFkpJwQokZk5hSU+3xFi2lU1P5KVC8S8hMnjhMXt5+hQ4dzww1j+OWXn8jOzqqwfcnhbAB79+5m+vQpzv8WLZrnfG3ZstV07Ni50rHkmx3D03VeGgDaNA4i4XR2lY4nNTWVBg0aoFYX/+8JD48gPT210u3S0lKJiIh0Pl/RUDchhBCiLgoODmH58qXs3bvH+VxmZgZGo4E2bcpPuE+eTGLZsk+YPPnO2gqzxgwcOIS//97C+fPnUBSFH374nkGDrq1Su3379vLFF47RBDk52fz007p6U4FeCOFeF84L1/uWf7NPrSr3acICdTUY3cUpNht58YdIXbWS1FWV66StSfXiNunatd9yzTUDCQoKJigomEaNmvDDD98zfPiocttfOJzNlUPWCyyOoRo+3oUJeZMgdsancT63gJCAyn3wFMVeZmg6KKjVmkq3q+xQNyGEEKIuat68Bf/972t89NG7pKWlodN54++v5/nnX6R585acPXuGgoICxo8fj9VqR61W4e2t4/77H+aaawYCjt7y+fPneuQ88rZt2zF9+r3MmvUAVquVzp27Oqedbd26mbVrv2Px4rdKtVMUOx06dHa2e/zxZ1i0aB533jmpsNbOJPr06efOwxJC1APlzRfXqECrUWG1FXeJe2vVDOjWsNQc8qLnJwxpU6sxK1YreYfjMcTuxLB7F7bcXFTe3gQNHFSrcZTH4xNyk8nEr7/+jJeXNxMnjgXAaDTy3XdfV7jkSU0OZysoHLJe1EPeunEgAEkpuZVOyCMjG5KZmYGiFH+gMzIyygxVK9muKDEvalfZoW5CCCFEXdWrV+8K18xu1KgxW7b846wRUx5PLuoGcOON47jxxnFlnh84cEipwrNF7S48FyEhIcybt6hWYhVCXDnKmy9uU8DfS02Qv5bMnALCAnVMGNKG/l0a0rZpMGs2J5R5vqbZLRbyDsVhiInBsGc39jwjKp0P+h490PfqjX+37qh17uupL+LxCfnGjRsIDAziiy/WoNE4kuDc3FwmThzDn3/+XqZ90XC2Rx99qkbiKSgcsl7UQx5QWGndZK58pfWIiEiaNGnGpk0buf32iezYEY1KpSozRK9ku+HDR5Vqp1KpeP75J7nrrnsIDg6pcKibEEIIIYQQQlRWRfO/jfk23n6s7CpV/bs0rLUCbnazmby4/eTGxGDctwe7yYTa1xf/q3oS0Ks3fl26ovb2rpVYKsvjE/K1a7/lttvucCbjAAEBAUycOJmvv15NQUEB06dPQatVY7crZYazXcr06VN47rnZlZ5Hnm8p7CEvTMi9tI5h4hZr+WumVuSll15lwYK5rFq1DLVay5w5C5xzxUvGVNRu+fKleHvrnO0uNtRNCCGEEEIIIaojLFBXblLurnnh9vx8jAf2OZLw/XtRCgpQ+/ujj+qNvldv/Dp1Rn2R5TLdTaWUHBddx2RmGrBXVJqvii42pM2Vtsel8NH6g7w642oahfmTm2fm0be2cseI9gyLalrl7dVW3DVBYncPT43dU+MGid0dPDVucMQuKneNP3BgPx9++A45OdnY7XYiIhry0EOP0rp1G3btiuH11xfyyy8bPPazcCkrV37Ghg0/YrPZGDnyBu65575yascUtwOFYcNGOdudP3+euXNfJDX1LCqVimeeeYFu3XrU/oG4gSd/R7ianItici6KXc65uHAOOTjmhd91Q8da6wm3mUwY9+3BEBOD8cA+FIsFTUAA+l5RjiS8Q0dUlVxVwlWfC7VaRViYvsrv8/ge8rqmqIfcx9txaqvbQy6EEEJcycxmM88++xhLlrxLhw4dAfj115956qlZfPPND26OruZFR2/ljz9+Y+nSz1Gr1Tz55CP88cfvZaqkl2wXGRnEtGnTne2WLFlAjx5XMW3aWxw9epinn36ML7/8vl6s0y6EcJ+ipLu254XbjEYMe3ZjiN1J3sE4FKsVTVAwQYMGo4/qg2+79qjUnlfEWhJyFzM7i7o5PgzFCbnNbTEJIYQQniY/Px+DwYDJlOd8buTIG/D398duL32Te+/ePbz88gu8/PI8unXrwdatW1i+fClWqwUfHx8eeugxmjVrzsSJY/nhh434+vqycOGrnDyZxDvvfATA5Mk3M3/+EvbsiSU+/hDPPffvWj3eC23Z8j9GjLgeX19fAEaPHsvGjT+XSchLttPpdM52Q4YMZdu2v3jiiWcBaNeuA02bNmPHjm0MGXJdrR+PEKJ+qa154dbcHIy7d5Mbu5O8+ENgs6ENDSVo6DAConrj07qNRybhJUlC7mJFPeTehVXWNWo1apWqTCVCIYQQQlQsMDCQmTMf4cknHyE0tAHdu3enZ8/eDB8+Cq8ScwG3b9/OvHkvsXDhG7Rt247k5JN89NG7vP32hwQFBXP8eAKPP/4gX365lk6durBrVwwDBgxi9+5YjEYjeXl5pKamoNVqadmyFS1btnLjURdLTU0lKqqP83F4eATp6WmVbpednYWiKISEhDhfi4iIJC2t7DaEEKIusWZlYdgdS25sDKbD8aAoeIWHEzJiFAFRvdG1bFXu9B1PJQm5ixWYbWg1arQl1vz28lLLkHUhhBCiiiZPvpNx425m9+5d7N27i1WrlrNq1XI+/ngFAOnpaTzwwAOMH38Lbdu2A2Dnzh1kZmbw6KMPOrejUqk5dSqZwYOvZfv2bTRp0pTw8Ahatw5gz55dJCQcrXO9xopiv+AHp4Jaral0O0eJINUFbRVngVghhKhLLOcyMeyKxRAbg+nYUUcS3rAhoaPHoI/qja5Z83qVhJckCbmL5VtsziXPinhp1FhskpALIYQQlbVv3x4OHNjHlCnTGDBgEAMGDOK++x5i2rTb2LlzO0FBwWg0Gj7++GNmzpzJ0KHD6dKlK3a7jaiovrzyyn+d20pNTaFBg3CCgoJ46KH7aNasOX36XE1AQAD//LOdQ4fieOqp5914tPDUU7PIyMgA4N577ycysiFoQonGAAAgAElEQVQZGenO1zMyMggPjyjzvoraBQeHAAo5OdkEBgYVvpZORETZbQghhDtY0tPJ3RWDITaG/OMJAHg3aUrY2PHoo/rg3bhxvU3CS5KE3MUKzDZ0Xhck5Fo1Fosk5EIIIURlBQeHsHz5Urp06U6PHlcBkJmZgdFooE2btmRkZBAaGkavXr146KHHmDPnPyxbtpqoqL588smHJCUl0qJFS6Kjt/Lyy/9mzZqfiIiIJDg4iHXrvuPf/55DYGAgy5d/ik7nQ7t27d16vIsXv3XBMyo+++xjxo2bgEaj4eef1zN69Ngy7xs4cIizndmsc7bTarX07z+Adeu+Z+rU6Rw7dpTExBP07Nm7dg5ICCHKYU5JwbArhtzYGAqSEgHQNW9B2M23EBDVG++GjdwboBtIQu5iBeayPeTeWukhF0IIIaqiefMW/Pe/r/HRR++SlpaGTueNv7+e559/kebNWzp7kwFuuGEM//vfJt5553Weeup5nnnmBV588V8oioJGo2HBgiX4+fkBMHjwUL788nPat++AWq1Gp9MxePC1zm2tXfttnSjqNnDgYI4fP8aMGXdhtVoYOHAI119/Y5kYS7ZTFBv9+w9ytnvyyeeYP38uU6dOQqVS8e9/v4JeX/UleYQQ4nIUnDmNITaG3JidmE+fAsCndWsaTJyEPqo33uWM/rmSyDrkLvbaV3swFViZPa34DvR/lu4gIsSPhyd0q/L2PHm9RIndPTw1dk+NGyR2d/DUuEHWIS/iqmu8J38WXE3ORTE5F8XkXBSTc1GsJs+FoiiYTyWTG7sTQ0wM5pSzoFLh27Yd+qje6HtF4RUaViP7rg5Zh7yeKbBUMGRdiroJIYQQQggh6iFFUShISiQ3ZieG2Bgs6WmOJLxDRyKGDUffMwptcLC7w6yTJCF3sQKzDX2gV6nnvDRqWYdcCCGEEEII4RGi41JYszmBzJwCwgJ1dG8Txr6ETOfjCUPa0K9TBPnHExzD0XfFYM3MBI0Gv46dCLlhNPqreqENDHT3odR5kpC7WHlzyL28NOQXWN0UkRBCCCGEEEJUTnRcCss3xGMuHOGbmVPAn7vPAKBS7PilJnFy2VZCzKdRG3NQabX4de5C2Lib0PfoiUZqVVSJJOQulm+xoStn2bNcq50NO5II9tfRv2tDN0XnGgaThXe+28fUUR1oEi7/4IQQQrje2bNnmDbtNn777S/nc5s2bWTJkgW8/PJ/6d27b6W3debMad599w1efXVRtWJZu/ZbcnMNTJ06vVrvrw6bzcY777zBjh3bsNls3H77ndx008SLtgOFSZOmONslJ59k/vw5ZGdn4evry+zZr9CiRctaOwYhhGcp2Stekkqx09yUQgfDSToYT+Jvy8ei0nAysCn97p2Mf/er0BQWzhRVJwm5i1W47JnNzjd/OtbX8/SE/PDJ8xw5lc0nPx7ixbv7uDscIYQQV4C1a79j+fKlvPHGe7Rr16FK701JOcvJk0nV3nd5iXBNW7duDcnJSaxY8RV5eXk88MDdtG/fkc6du1bYzs9PzcSJtzrbvfLKbG69dQojR15PdPTfzJ79DCtWfHVFrOsrhKiaC3vF1YqNlnkpdDAm0c6QjJ+9ALNKS4J/Ew77tyDBvwkWtRcj+13j5sg9nyTkLmRXFAos5S97Zq5H65BnZucDcCrdUSFXrZYLuxBCiJqzcuUyNmxYz3vvfUKjRo0B2LUrhtdfX8gvv2wo9Xjlyq9ZuvRD4uL2k5GRTqtWbYiPP0h6ejpPPPEwS5a8w5Yt/+Ozzz7Cblfw8/PjkUcep3PnriQlJTJ//isUFJgBhTFjbmLChFtZuvRDsrOzeOKJZ/n++29Zu/Y7vLy88Pb25umn/0WrVq1dvlzali1/Mm7cBLRaLYGBgQwbNpKNGzeUSchLtgsKCnC2Cw+PICkpieHDRwLQv/8AXnttPkeOHKZDh44uiVEIUX+s2ZyAzWyhrekMHQ1JtDUm42O3UKDy4ph/Uw7rW3DcrzFWdXH6GBaoc2PE9Yck5C5kKUy6y6+yXn+Kup09lweAza5w/GwObZsEuTkiIYQQ9dV7773J6tUreeKJZ53JeGWkpJxlxYqv0Gq1zmR9yZJ3SEpKZPHi//L++0tp0qQpsbE7ef75J1m9+jtWr17BNdcMZurU6WRmZvDWW69x0023OLdps9l4663X+Oab9TRo0IBffvmJffv20KpVa5f3oqelpRIREel8HBERSULCsUq3S01NpUGDBqjVaudr4eERpKenSkIuxBWq5JB0tVqF3a4Q5K3Q0nCaAeeO08Z4Cp1iJV/tzRH/5hzWtyDRrxE2labMtry1aiYMaeOGo6h/JCF3oXyLI+m+cA65Vqsm12RxR0guZ7XZOZVuoFGYHynn8tifkCkJuRBCiBphMplISEhg0aI3efHFf9G1azfat69cMtmlSze02rI/c2JjdxIV1YcmTZoCEBXVh+DgUA4fjmfw4KHMnfsihw7F0bt3Xx577OlSCa1Go2Ho0OHMnHkP/fsPoG/f/owYcb1rDvYCdrtSami5oiilYrlUO0WxlzM0XUGtLvvDWghR/5Ucku5tt9Am9xQdDEm0zjuDt2IlT63jUEArDvs3J8mvIfYSSXhFVdb7d/Hsabh1hSTkLlRgdlRSL6+HXFHcEZHrvfnNXhJO5zCwWyP8fb3YfzyTmwe3dndYQggh6iGdTseCBUvQarVMnTqdF154hqVLVxIYGIRKpSp1bbVaS69m4uvrW+427XZbmURVUexYrVYGDBjEl1+uYefOHcTG7uSzzz5m6dKVpdr+5z9zOH78GDEx/7Bq1TJ+/fVn5syZ74rDLSUysiEZGenOxxkZ6URERFS6XWRkQzIzM1CU4oQ9IyOD8PCy2xBC1G/RcSl8vm4P7QzJdDQm0SrvDFrFjkHjy/7ANhzxb85J30gUVembft5aNXfd0FES7xpW9larqLZ8s6OHvOwc8vpxN/pcTj5xiecBGNCtIa0aBnImw4i9vtxtEEIIUaeo1WpnL/edd06nZctWvPTSC9jtdoKDQ0hNTSEzMxNFUfj9918r3I5Go3Um7FFRffnnn2hOnz4FOHrM09JS6dy5Ky+99AKbNv3G8OGjePLJ5/D393e2A8jKymLChBsJDAxm0qQpzJjxIPHxB2vk2AcNGsxPP/2A1WolNzeXTZs2MmjQtRdtl5OT42wXERFJkybN2LRpIwA7dkSjUqlo06ZtjcQrhKhbouNSmP3WJt7414dkffg2Dx//mrFpfxNZcI7dgR34vMko3m15C7+FX02SX6MyyXhYoE6S8VoiPeQuVFDBkHUvbf247xETnwbA/Pv7ERHix+kMI2arnazcAkIDfdwcnRBCiPpMpVIxe/bL3H33HXz88fvcf/9DjB8/gVtuuYXg4FAGDBjEoUNx5b63VatWeHvrmDFjGh99tJwnnniOF154BpvNio+PDwsWvI5er2f69HtZsGAO69atQaNRM3jwtVx1VS927YoBIDg4mGnT7uGxx2bi7a1Do9HwzDMvALi8qNtNN03k9OnTTJ8+BavVwrhxE+jZMwqATz75AIB7732gVDtFsXHjjTc527300qssWDCX5cuX4u2tY86cBeUOexdC1B/W7Gz2/fw/DNHbuTMvBTUKWVo9McEdOaxvwRldA7jESgthgToWPTigliIWKkWpu92bmZmOKt6uEB4eQHp6rku2VZEDxzNZ8vVe/nVnFG2bFs+r/m1nMl9sOup8/NHT16LVVO6CWBtxV9bb3+3jTIaR/97fH4C4E+d47as9PHN7Tzq2CCnTvi7FXlUSe+3z1LhBYncHT40bHLEL113jPfmz4GpyLorJuSgm56JYfT0XlvPnMeyOxRCzk7yjR1ApCue8AojXt+CwfwtSdaGXTMKLXInD1F31uVCrVYSF6av8Pukhd6GKesh9daVPs9liq3RCXlcoisLxMzl0blmceEeGOObnpZ7PKzchF0IIIYQQQrieJTMDQ2wsubE7yS9cgSFTF8yh4G4c1rcg3Tu4Ukm4v48GlUqFwWSVYm1uIgm5CxXNIdd5lU62m0Xoy7Tz8/Gqtbhc4VxOAdlGM60bF/f8hwb6oNWoSD1vcmNkQgghhBBC1H/m1FQMu2LIjY2hIPEEABm+YRwMvYrD+uZkegdXajveWjWPTLqKLs0r117ULEnIXai4h7z0aW0S7l9uO0+SlOoYxtGyUfFQS7VaRfPIAA4mnnNXWEIIIYQQQtRb5rNnyI2NwRAbQ0HySQB0LVthHHg9X53xI01dtSHSRb3g10Y1q5fD9z3RZSXk69ev5/3338dqtXLXXXdxxx13lNvumWeeoV+/fkyYMOFydlfnFRRVWb9g2bMLh6d7YkKeZSgAIOyC4m39Okey+vejnEoz0DSi6nMmhBBC1E1yjRdCiNqnKArm06cKk/CdmM+cAcCnTVvCJ01G3yuKmFQbS388iL2SM2DVKvi/MZ1lKHodVe2EPDU1lddff501a9bg7e3N5MmTufrqq2nbtm2pNi+++CLR0dH069fPJQHXZflmGyrAy6vsv45e7cPZdcSxTmhR4u5JcvMsAOh9Sw+179vJkZDvP54pCbkQQtQTco0XQojaoygKBSeTMMTGkBu7E0tqKqhU+LZrj/HasazNCCA5Xwu7gF37q7TtK7FIm6epdkK+bds2+vXrR3CwY+7BqFGj+OWXX3j44YedbdavX8+wYcOcbeq7AosNb28N6nIKKDx0c1eOn8nh1ZWxHtlDnptnxt9HW6a3P9Dfm2C9N6czjG6KTLiL1WZHrVKhVleuaqcQwnPINV4IIWqWoijknziOIXYnubExWDMyQK3Gr0MnQkaMQt+zFztP5bN8Qzxmq71a+9D7arl9eHtJxuu4aifkaWlphIeHOx9HRESwb9++Um3uvfdeAGJjY6u1j+qUjb+Yml5qRlGp8PfRVrgfU2EervP1rlIsdWGJHLNNIThAV24sLRsHkZZlKve1uhB7dUnsFftrz2ne/no3Pt5aXp05gGaRrtmfnHP38NTYPTVuT+Bp13j5LBSTc1FMzkUxORfF3HkuFLud3PjDZGyLJnPbdsyZmai0WoJ7dCPs9kkc0jVm0cYT5G63wPZdl7Wv0f1bMHPiVRdtI5+LYu48F9VOyO12O6oSPcGKopR67Aqetg55ckoOIXpdhfsxGvIBSMswVDqWurJeYsb5PHx12nJjaRCo4+CJTFLTckqNDqgrsVeHxH5x3246gp9OS2ZOARujTzBuQKvL3qacc/coGbsx34KfTuvy7/Ka4OnnvK7zpGu8J38WXE3ORTE5F8XkXBRzx7lQbDZMR4+QG7sTw65YbNnZqLRa/Lp2I/SmCfj3uAqNnz8rf43nz91HLnt/JZcuu9ixyueimMeuQ96wYUNiYmKcj9PT04mIiKju5uqF9Kx82jULqvD1ovXJV/56mN4dIsqsT16X5ZosRAT7lvtakwb+mC120s+biAz1q+XIRG2z2xVOpRsY3KMx+xIyOZVmcHdIwgWOnc5m3spY7h/Xhas7R7o7HOFmco0XQojqU6xW8uIPYdgVg2HXLmyGXFTe3vh3644+qjf67j3YkZDN6t8OY9y847L3J/PEPVsla/OVdc011xAdHc25c+cwmUxs3LiRwYMHuzI2j2K12TmXm094UPlJK4Dex4sAPy+sNoUTZ3NqMbrLl2s0E+DnXe5rnVqGAvDPodTaDEm4SVqWCbPFTrMIPc3C9SSnS/2A+uCbP48BkJQid8s9UUZGBps2bQJg0aJF3HXXXcTHx1d7e3KNF0KIqrFbLBj27iHl009IeOJRTr/xGjk7duDXuTONZj5Em9ffpvHMh4nzb8mD72zn4/UHMeZffl0pva9WknEPV+0u2sjISB5//HGmTZuGxWJh4sSJdO/enRkzZjBr1iy6devmyjjrvMzsfBQFIkIqTsjVahWPT+rBK8tiPKqwm11RMJisBPp7lft6RLAvnVqEsHX/Wca6YOiyqNuSC3vEm0XoOZdTwK4j6RRYbOguWO5PeA67UnyTsMDqOd9Nothzzz3HwIEDiY6O5q+//mL69OnMnTuXzz//vFrbk2u8EEJcmt1sxnhgP4bYGIz79mA3mVD7+uJ/VU8Covrg16ULai9Hh1Z0XArLNxzCbHXNdFwp2FZ/XNaY6bFjxzJ27NhSz3388cdl2s2fP/9yduMR0rNMAIRXMKy7SFHS4kkJeV6+FbuiEOBbfg85QKcWIazZch6L1YaXVhKz+iI9y0Sgv3epZPt0ugEVjqkKmdkFKMCZDCOtGgW6LU5xeXLzLFhtjh8IWbkFbo5GVEdWVhbTp09nwYIFjBkzhgkTJrBq1arL2qZc44UQoix7fj7G/fvIjd2Jcf8+lIIC1P7+6KP6EBDVG79OnVFpS6dY0XEpfPrjQWyXmYtrNSruHt1JkvB6xnMmMddxaVVMyM2W6i1f4A5GU/lrkJcU6O9I1nPzLIQGSkLuDkeSs2gY6keJwsiXxWa38+wH0QT4ebFw5jXOz25mdj7BATq8tBqaRfgDjl5zScg917mcfOff2UazGyMR1WWxWLBYLPz111/Mnz8fk8lEXl6eu8MSQoh6wZaXh3HfHnJjY8g7sB/FYkETEEhgv2vQR/XGr32HcpPw1b8ddsmwdJAe8fpMEnIXSc8y4aVVE6SvuBcZwLuoh9zsOT3khnxHQu7vW/HHJaAwWc/JMxMa6FMrcYliBWYb81ftQu/rxRdzR7tkm2czHD/mc/Ms/HMwlUE9GgOQmZNPWJDj/3GDYF90Xhop7ObhzuU4esWbhPuTZZAeck80bNgw+vfvT6dOnejatStjxoxhzJgx7g5LCCE8ls1gwLB3N4bYGPIOxqFYrWiCgwkaNAR9VG9827VHpVY7Eu93/nZZ4g2SfF9pJCF3kbTzJsKDfUst+1Weol7GfA8asm40WQHw86m4hzygsIc8x2iplZiKWG12jp7Kpn2zIDTqatco9HgJZ7IBMJgs/L33DO0bX96ySifO5jB3RXGF5YQz2c6EPCM7n7ZNHasJqFUqmob7cypdEnJPdi7X0UPeulEg2w6kYFeUS36Xibpl1qxZTJo0iYYNHT/eFi9eTMeOHd0clRBCeBZrbg6G3bscSXj8IbDZ0IaGETx0GPqo3vi0bsP2Q2ms3nAY4/dnXL5/ScSvTJKQu0h6Vj7hQZfuGdZqVGjUKswelJDnFfWQ+1T8cQn0cyTruXm1O9x18Re7OXIqm6bh/lzVLpwJg1vX6v7riiPJWQA0buDPos9jWPTgNQTrddXe3qbYUyiF85y6tgol4Yyj4JfNbudcTgENSnzWm4T788+hNO6Z/wdTR3VgaM8m1T8Q4RbncwrQatQ0i9BjsysY8izOaSjCM9jtdn766SeOHj3K7Nmz2bx5M+3atUOjkSlEQghxMdasLAy7Y8mNjcF0OB4UBa/wCEJGjCIgqje7jb4s/CUe84lkINnl+9d5aZh2fQdJwq9gkpC7gKIopGeZ6Ngi+JJtVSoV3l4aCsw2tuw9Q7MIfZ2fe2vMd/SQ+1+sh9yveA55bbHa7Bw55egZPpVu5FS6kZsGtcJqtTunBlwJFEVhb0ImLRsGMGV4e+Z9Hkvi2Vyualf9hDwz29FjOmloW8wWG+u2nsBUYMWYb8GuKISVmJYQHuxLfuEUjA3bkyQh90DncvMJDdAREeIHOGoCdGkV6uaoRFUsXLiQc+fOsX//fgD++usv0tPTmT17tpsjE0KIusdyLhPDrlgMsTGYjh0FRcG7YSNCbxxDQFQfdmV7sfr3IxiPJdZYDCrg3rGdJREXkpC7Qm6ehQKL7ZIF3YrovNT8ufs0NrtC4wb+zL336hqO8PIYC3vI/S7SQ+7jrUGrUZNTiz3kRcn/9Vc35/eYU1htdqIPpLD0p0P8+67edf5Ghyts3nOa5b8cBuDOke1pEl5UZC2Xq9o1qNY2FUUhOc3AtT2bcP3Vzdl9NN1ZSf3n7UkANAz1c7YvSuLA8TkQnifHaCZI702HZsFoNWr2JWRKQu5hoqOj+f7775kwYQJ6vZ5PP/2U8ePHuzssIYSoMyzp6Zze+gcpW7aSf/w4AN5NmhI27ib0Ub3ZdV7jKMIWf6zGY5Fq6aIkSchdoKjCekSlE3INWXZH4pp2Ps/lS4VZrDYOJZ2ne5vqJWQXMpqszoS7IiqVikB/L3JrsUJzttFRfKpdkyA6Ng/hjW/28lO0I2E8eiq73ifkuXlmVvzqSMZDA3Vc07UhPt5aGob5kZxurPZ2z+UUkFdgpVmEHihOvuMSz7H7aAbDo5rSvlnxaJDw4OLecp0k5B4pJ89Co1A/dN4aOjYPZt/xTG6nnbvDElWg1WpRl6ij4e3tjVYrl3ghxJXNnJJCbuxODLExFJx0/EbUtWhJgwkT0ffqjXdh3Y1FX+ziUFJWrcQk88TFheRq7QKVXYO8SFFhN61GjdVm59jpHDq1CHFZPGu2HOfXf5L519Qo2jYJuuzt5eVbLjp/vEiAnze5ptobsp5TmPwH6r3x0zniSznnqAxuqMU43CXlXB6KAo/d2p0urUKdRe1aNAwkOTW32tv9dedJANo0dtzQCA/2RaNWsfdYJgC92oejKlHwq+SNKKv1MhfYFG6RYzTTofAmS/c2Yaz+/Sip5/OILDH6QdRt7du3Z9WqVdhsNo4fP86yZcukqJsQ4oqjKArmM2cwxO4kNzYG8+lTAPi0bkODW2+jxYgh5Kod17bouBSWf/4n5hr+7SIJuLgUSchdIP18UUJeueW+vAt7Eds0DuRwcpbLC6GlFcaTkW1ySUJuzLdedP54kdAAnTMhrg3ZBsd5C/LzLlOAKu18/V9/N+188Y2gkhXmw4J8OJCQUa1tGkwWNsWc4tqeTWge6ajUrtWoaRDsy4mzjsJukaGlkzQ/Hy/8fbQY862cz80nI8tEg0renBLuZ7PZMZosBBQWZuzetgGrfz/KvoRMRvSWhNxTvPDCC8ybN4/MzExuv/12Bg4cKPPHhRBXBEVRKEg+iSE2BkNsDOaUs6BS4du2HeGTp6DvFcWXO9P5c/cZ2L29RmOR5FtUhyTkLpCeZSIkQFfpYedataN3sUGQD4eTwWK1uzSeomHDRYW5Lpch34K/76UT8mYRevYczaDAbKvxoct2RSGj8PgC/b3LFHFLPWeq0f3XBelZJlQqaBBUOvkN0usw5lux2e1VXgou8WwOCtCnY0Sp5xuF+pF6Lg+dl4Zgfdnq293bhBEdl0pOnoVnPojm9uHtGNG7Wbn7KDDb0GpVV/QydXVJjtGMAs6bWhHBvjQK8+OfQ6kMj2paajSEqLv0ej3z5s1zdxhCCFErFEWhIPEEuYVJuCU9DVQqssObsz28L0f8m2NU/CAGiNlbY3FIAi5cQRJyF0jLMlVqybMi5sIEPKzwPRabaxPy/AJHxWtXJaV5+VYahV26p6xFZAAKjgrNjRvUbM/aT9sSWb8tEcCZjPftFIHRZCE8xI/oAymknssr05tbX/wUncgPfycSFqjDS1s6sQ0qXO7MkGdx/n0ppzOMRIb4cvxsDiqgZcPS65h3ahnCnmMZFFhs5SZoM8Z2oWXDQL7YdBSA/+0+XWFCPnPJZnq2a8Ajt3SvVGyiZmUZHLUYAv2Kb7QMj2rKyo1H2JuQyVVtXVOLQtSsuXPnlvu89JILIeoLxW4n/3iCMwm3nstEUatJ8m3IofB+HNE3x6Sp/O/xqlKp4NqrGjN1lEwHEq4lCfllUhSFtCwTXatQkbhoiShnQu7iHvKiH9gpLhq2nZtnpl3TSw99b1GYxM37PBaAL+bc4JL9X8huV/j+rxNlnn9gfFcURSExJZedh1J5f+0BXrqnb43E4E52ReG7zY7qoJk5BWVeD9IXL0FXmYQ8KSWXl5ftdD4OC9Thqyv91XDtVU344vej9O0UceHbndTq4kS9ouXviub27z5avSH1wvWyixLyEtM+BvVozLebE9h7LIPIEF8ahfm7KzxRScHBxYUWLRYLf/75J3371r/vPyHElUWx2zEdPeKYE74rFltWFjaVmhO+jYmPGMAx/6bka6q/zGtlDO0pSbioWZKQX6bkNAPZBjOtq1DRO9/sWNe7aKixtYYS8jQXzOcusNjIzbOUWne6IiEBOto0CSThtGOucXqWCb2X64clbz+Y4tzfhUOrVSoVrRoFMrpfC775XwJZhgKCK9lLXFNi4tM4byiosMf4+y3HCQ/2ZWD3RpXa3vEzOc6/bxrUqszrRUl4ZWsTHDjhKNYWGeJLaKAP3VqHlWnjpVXz/hND0GgqHr5cVK+gc8sQDiaeL3fIfMkaA5nZ+c6bUkVsdju/7DjJwG6NKt27Ly5PVq7j+6JoDjk46gY0DPVj854zbN5zhsUPXkNoJb4DhPs8/PDDpR7PmDGDmTNnuikaIYSoPsVqJe/IYQyxO0ndtgMfiwmLSsNxvyYcjuzKMf+mmNVlp8+5kixLJmqTJOSXafvBVDRqFb07VtxzeKGiIeU10UNutytkF1YfN5isKIpyWXNAi+ahN6jEkHyVSsULU3tzJDmL+at2kZVbgD7UtcW98vItfL7xCG2bBPHsHT0rnIfcuWUokMChxPP07+reL9P31h4AKDchN5gszqH3/bpEXnRpuSLRB1LQatS88cgA/MopthdU2NOZnWfm2Kls2l5idMPBxPM0i9Dz8iVGE1yqLkCLhgF88uxQNu8+zcHE82WGzBtMFv7cddr5+FDS+TI3IaIPpPLd5uOs2XKcsEAf/nt/vzo/1/xcTj5WlRqV3U5GVr7HTZPIKiyOeGFhxMhQP06cdVTrP5ycJT9KPIxeryctLc3dYQghRKUoVivrP/+Vgr27aW88ia/djFml5YR/E+LDWnDcrwkW9aXrGV0unZeGadd3kGueqFWSkF8Gu11hx8FUurUOI8Cv8nfqGjXwI+F0DsH+3mjUKuecclfINppRFEcCnZGdT4CtyAYAACAASURBVL7ZVmb4cVVkOBPyyifWRT/ssw0FNHVxQr7rSAb5Zhu3DWt70UStWaQefx8tBxPPuT0hL1LezZG9x4qHbu8+mlGmx/9CpgIr2+JS6NspotxkHIp7yL/adIxso5lnbu/J1v1n6dU+nF7tw0u1LbDYOHoqi2FRTatzSGWoVSrnv4XH3/mbJyb1oGthj/vSHw+yN8HRG6/z0nD8TDYDuzdiX0ImZosN7fFzbNl7BgBFcXz29hzNJKpDePk7qyNW/HqYbKOZbq3D+HFbIgse6F/pJRDrAmPhNIILvycalljy7PDJ8/LjpI4rOYdcURTi4uJo3bq1GyMSQoiKRcelsOKHfTQ3nqGD8SRtjcl0tFvIV3txzK8ph/UtOOHXGKu6dlIVGZYu3EkS8stwODmL87kF3HZd2yq9b9Yt3UlOM+DtpcFLq3ZpD3nRcl8tGwWSkZ2PqcB6WQl5ZrajMNyFQ4svJrBw6GvR0HlX+ic+lQZBPpecIqBWqejUMpS/D6SgUquYOrJDmeJntc2Yb0Vfolq91Wbn95hTBOu9yc2zkJSSe8mEfPvBVArMNob2bFJhmwA/b1QqnCMlth9MYduBFLbHpfLJs0NLtT12KhurTaFTi8rXQLiUkkOfN8Yk07V1GKYCqzMZB2jbNIhjp3M4lHSeN76puPrpX/vOcCrdwMg+zS7rc1yTzmQYyczJx1pYnPHZD6K59qrGTLveMy7spgIrOi8N6gtuFgUHFI9u+OdQGn07RRaOPBF1Uck55ADjxo1j3LhxbopGCCHKWvlrPFtjk2idd4YOhiQeNJ5Cp1gxqb054t+cw/oWJPo1wqaq2ZV6JPkWdU3d/IXrIaLjUtB5a+hRxSrEAX7ezh+23lq1S6usn8kwAo75vDHxaeTlWwmt/PT2MjKy89Fq1M5CYZXhq9Oi1aicc1NdIcdoZs+xDJJScunZLrxSw/A7twwhJj6NrfvOcu1VTWjd+DJOhAucyTDSrmmQM/btcakkpeby4E1d+fZ/CWRkX7oq/v92n6Z5pP6ix6JWq1CU4sdb9p4FICyo9JzsbEMBK36NR6NW0b7Z5a9XX6Tk0GevwiH4ewpHAtwypDUtGwVyNDmLH/5O5P21B/D2UtOnYwR/73fUBtBqVFhtjgPYl5DJvoRMbHaFCYPd39tnsdo49f/s3Xl8XXWd+P/X3ffsN3uTpkma7m3SQhGBlkWQTZAdVHTGwa8zOm4DOD/lOzOO4+COzgyi6MzoF0UEZFEUrZQdCrRpaem+J83a7Mndt/P74y652e+9ue1Nbt7Px8OH9Obcm09ubu497/N5Lz1OaiIXhPyBIH1DHhRG//YAXn63g49d0TAvRoZ5fAGMk5QjVEfm0N+8uZZX3u3gyZeP8U+fkIB8rhpfQy6EEHPFA49sI3BwPw2OFj7nakenBHFqjByw1XDQWk2rqZSQKv2bJpMF3na7jZ6ekbR/LyFmQwLyFPkDQZoPnWbDUjsGXepX8sI75MG0raujz4VRr6GiKNwV2eUNzOrxeiKNt8bvnk1HFUlbTucO+Y+f3cvB1kEACmyJNftaE9ecrH/Yk/GA/Ju/2smnr1vJuctLAGjtHsGg09DUYOelXe0zzo33+oKcOu3gwxctmTHQu2lzLW5vgM4+FzsP9wCMCdIBtu5sp2fQw6olBRj16XsriC/fcEdef3uP92M16bjyvOpwWrtJx+/eOInD7edzN61hTW1hLCBfsbiAPcf6KInMPg9Txn+bjHjm9RM8/1YrX/vrc1lUbOX0gDu2svHPb++QZ16krrs9UwTkpTZ++LkLsJn1KMCTLx+jf9gjzd3mmMbGxknfD6IlMjt37szAqoQQC9W2fV38z3P70QZ81DtP0eBo4Qp3B1olhENjYk9OHYcs1ZwyFaOkOQiX+m8xX0lAnqIDLQO4vUE2riyZ1eNotZq0pqx39DopK7RgNoZ/tS7P7ALyviF3Qg3dxsux6BlyJNblOxFtPaO7j3kJBuQFOUYe+PsL+OJ/vk7f8PTB7pkSGJf9sPd4P2vrijDoNHT2uygtMKNWqSjKNbInLqV7MkPO8AWORC5IXHVeNQAnOocpzDHSO+Rmz7E+QiElNp5sYMSDQafhc2meBx597UG4rGP30V72nuhjVU1B7MJOVYmNe25v5NRpR2zOtc2sY8Tl56+vWs4LzaewmvQ8Fplrrp0jjd2iF00OtYYb4UW7xqtUEwPyvSf6py0tmCtc3sCUDfuiF1fW1hby5MvH2H9yYiO+KCXyBMyHrIBs8txzz2V6CUKIBeiRPx/kpV0dY24zBT3UO09xg6OFxa4uNIQY1prZldPAIWsVbcbi8AdmGkn6ucgGEpCn6NRpBwC15bNL9dVp0ltD3tXvYnl1fiwocnomnwedqN4hD02R1NVk5Jj1DI6kLwj2+kezCJIZY5Zj1mHQazIWkLvHZSi8/l4nOw/38PW/2Uhnn5Oli8J1n0W5RoacPg62DLCsOn/Sx4p2w06mfKCmLIeashxe2tnGriO9DDl95EcC+iGHj/Iic0Kd3ZMRn02hKPDDJ/cAsGld+ZjjllfnszzuZ/3RvZfS3jVEjkXPDRfVsufYaMM7xyxfx+kSzYY50DJAIKjQHenZsLq2iD1xDfoqiixseaeVTWvLx8xnHy8UUnj+7RY2rasY01+gtXsEfyBEbUVuJKX8zL1VJ/L4JQVmVDBtWcVTrx7nD9ta+NmXL04qo0bMTkXF6EWf/fv343K5UBSFYDBIa2srt9xySwZXJ4TIJtHd72DcBWhzwM1SZyvLHC1UubtRozCotbI9bzmHrFV0GorSFoRL8C2ylQTkKerodZFvM8y60ZROq2bXkV7+9HYrH9xYNet1Od1+csx6LJEO3LNJWff6wjPIU9sh19HR55z5wAQEgqExFy3ykghIVSoVhTlG+oe9tHaP8C//u52vfmw9tRXpq5mezmTPv8sb4JdbDtE/7KWsMFxaUBzpaP3tX+/ix/+wCX1cGYSiKLR2OxiONGnLtSQ/nzvalK9v2BMLyAcdvpR+t4n42b0Xs21fF//9hwOYDBqu3FhNQ9XkFxqi8mwG/J7RFO/4zv7RTuCZ9MRLR9lxKDxGas+xPnYdCQfguRY9q+vCAXlhjpGGqjzW1Bby42f3cah1gC3bT9FQlT/p3/ee43389pXj9Ax6+MSVoycZ//K/2wG45eI6Hn/pKA989v0YDVr+/E4rV5xbNasymfHc3gCWGd7Hon0k+oenLkP5w7YWAN54r5NVNYWx15k4O+677z62bt2K1+uluLiY1tZW1q9fLwG5ECItvvPrnRxoCZcOWgMuGhwtNDhaWeTpRgX06XJ4K38VhyxVdBsKZh2EL6/O457bm9KwciHmPgnIU9TR56Q8Uqc9G9HO34+/dJSj7UNcc341i0tTq3UOKQq+QAi9To3JED5hd88iZb03squcTIf1qDyrgYER75gU6VSNr61O9kS/MMdI37CH5kPhWuqdR3rOXkAeef7NBi0bV5TQM+TG5w+x+2g4Pb28MByIr2+wc8GaMl7f00lL9wj1laMdk1/b08nPnz/IqppwQ61cS+IXJKJKIgH/qe4R6iI/+5DTS23FmamrV6tVvG9lKdWlNirt1pQeoyjXiEatIhhSGMlwQD7i8vH8262xfwdDo9sDJQVm6iK/rw9fVMP5q8pwRNa760gvu4/1sftYH431RRNmlPdH/sZCoclr5B9/6SgALd0OjrQN8odtLeRY9Gxel75UeLcnQGECf1PRv6PJDMQ1cPzfPx4E4N/+ZmNa3iNFYt588022bt3K1772NT7zmc/Q2dnJz372s0wvSwgxj8QH3ePl+B2c42ilwdlCpSd8PtWjz+ON/DUctFbTq89LOQjXalT81VXLpfZbLFgSkKcgpCh09jnZtHb2J8Xxo7h2Hu7BFwjypVvWpfRYvkhat0GvQaNWY9BrZrVDHh15lswM8qgCm4FQSGHY5UsqxXwy0fFdUfGpvYkoyjNyuG2Q6pJwYKji7KXTRp//z920Jpae/ttXjnH4VPgDL7pDrtWouWlTLa/v6eRY+/CYgPy94+Hgfe+JftQqFVZzcj8/QHG+ieI8E7uO9nJxUyWBYAiHy59ScJ8otVqVcjAOoNdp+Idb1/HEy0dxuNITkCuKwtOvnWBNbWHswkQiWrsdcetS4/OPZmyUFphYU1fEBzdWsaY2XA9vNekozjfxQnNb7Ljfv3mSv7lmxZjH7e4P/43pdKPvAyOuib0X2nscHG0bAsDvT1+JC0zdZX28ghwjrd2Td6Z9c2/nhNvu+9nbfPfvzpcmcGeJ3W7HbDazZMkSDh8+zGWXXTZmNrkQQkRNVv89mTzfMA2RdPQyb/hcpFufzysF6zhkraZfn/rmhjRgE2KUBOQp6B/y4POHKC8yz3zwDHTj6ndzzKkHSN7IiXo0ndVs0M6qqVvPYGSHPIUT6mjjtYER76wCcrc3EKvTjUq2adT5q0p5aWd7bPzX2awnj2YoxJc2FEc6b6tVKorzRy925Fj02POMHD41yAc3VrH7aC9v7++O7exD+GJQKvW5KpWKdfVFvLizDZfHz7ce3YVCcvX4mbCsOp/SAjNHIsHobCiKwos723nuzZPsPd7Hl25dh9Pjj2UPTCc+EK0tz+VAy0Ds3yUFZvQ6DbdcXDfmPjVlOZwecKNRq9i0rpyXd3Vg0Guor8zlvBWlHG0b4i87TgGMueDQ2Rd+vX/s8qUcbR9i275unnj5WOzr6X79ur2J1agX5hjZdaQ31r07yucP8pftp6ivzI39nopyjfQOeTjWMSwB+Vmi0+nYvn07tbW1vPrqq2zcuBGXyzXzHYUQWS3R4Duq0DdIg6OVBkcLJb7wZ12HoZCXCps4ZK1mUJd8X6F4koouxEQSkKcgWhudzpT1qGFn6p3Jo43PogG5xaidVVO3rsgItWRqtqMKbOGT8IERLzWTN2WeUSAY4nM/fC2WHvzvnzovpZr92vJcllXlxcam9QzOPO873rDLx6+2HOajly8dM9IrEdEdcnN8QB4JwovzTRMaqjXW29na3MaQw8sf32rhSNsQZYVmrrughh8/u4+CnNQD6KaldrZsP8XrezpjTQnP5A55ulhN+rSkrG/ZforfvBhOAff6g9z/y2Y6+1w8+MWLZnxdtcQF5OP/HkqnCOibltp5Z383K2sKOHd5CS/ubOelyP/OW1HKf/x2T+zYYaePfSf6MRm0dEbeX1YvKeTipkr2nehn2OVnSXkOxzuG0xqQhxQFtzeYUE16QY6BQDDEiMsfmzV/pG2QX205zLDLz99ev4RvPboLgG/ctZHPPPAax9qHOGdZcdrWK6Z2991388gjj/DNb36Thx9+mPPOO49PfepTmV6WEOIsmy7tfFKKgt03GK4Jd7Zg94UvrJ4y2tlatIFDliqGdallu0kquhCJkYA8BR294V2HaLrxbOgjAfnFTRUMjng5PZBcsBjP5xsbkJuNOpyz2CFv73VQXmRJaYxR/A55Ko60DXL/L8fOzy3KNabcEfyjlzdw38/eBpIPyF/b3cH2g6ex55m4aXNtUveN1hLHp9lHG7iVFU4M5DatK2fL9lO8/G4HJzqH+eC5VdxySXjnta4id0ztcrLqKnKxmnS8uKs9dlsq/QHONqtZh9cXxB8IotOm3szsnQOnKS0w01hfNKYe/PU9nXzgnEXT3re12xGrZy8pMGMxasmzGVhXV8SKSG3/eOcsK6bxns2o1aoJmSqdfU4cbj9LK3PxBUIMu3w8suUQRblGKu1W9Fo1BZHfzcc/uIwDrQPcfmk9Dzy+m+ZDPfz6hSPcfll9ys9FlDfynmE0zPy8Rl8rPUNucix62nocfPvRXQRDCkvKc2IlGQA6rYbFpTaOts8+s0FM7+DBgyxbtox169axbl243Onxxx9nZGQEm212O1lCiLkt6eA7SlEo8fazLBKEF/hHCKHilKmYLUUNHLZW4dAmngUq6edCzI4E5Cno6HWSa9EnXcs8GW0kILcYtahRxXZxU+GJqyEHsJl0sTnJqejodbI2MiM6WTazDq1GRf80o8+cHj9PvnyMyzYsYufhHlYszo+NkdtxsGfMsTqtelbjucqLLPzgcxfwyq52nn7tBC/vaqe2IpdFxTNf9Y023HpzbyeLiq1sXJH47Pkhhw+DXjNmznOeVU++zUBd5cTaq7JCC7XlOTz7+gkA6heNHjPb1F+1WsXqJQVs29cNwN9ev4qqFEbanW32vPDP3dnnSnm9Drefk53DfOiCmjF17TlmHcc6hvgAYwNyRVF48uVjLCq2EgwpdPW7uC5y37V1hXT3uyjKNfHhi5ZM+32jr9nx7xVPvXocgL+5dgV/eruVbfu68QeCqACNWh2bTw/QuNRO41L7mPv/Zcep9ATkkfeMRFLWo6UWp/vd/HFbOHtDp1Xz6atXUFNmQ6VS8X8/viG27nX1RTz58jGOtg8lVa8vkvOJT3yCmpoaPvaxj3H55Zej1YZ/lxKMC5F9Ug7AARSFcm9vrDt6XsBBCBUtplLeyVvJYcsiXNrkegZJ+rkQ6SEBeQrS1WEdIBgZ5mg26DDqtbi9AdzeQEqp2RNS1k26lFN9h10+hl1+KlL8OdUqFTqtmuffamVpZd6kgf3e4/288m4Hr7wbrm16+lX4n3+8hJNdw/xlxylW1RTw/tVl/OR3+9Iyqz3HrI91uf5/fz6EWqXiZ1++eMb79US6vA86fPzkd/s4d3lxwlkDQ07vhLRwlUrF/Z86b8oLDOsbijnWMQwwprlbOlQWWyESkMfvaM5lS8rCneCPdw6nHJAfPjWIAqxYnE9FkYXG+iKuu6CGX245PGmZyOvvdY7ZRQeoKrHSWB8OjO+6dmVK64hqPtTDtecvpijXRI5FH5tX3zfsIRBUpux+v7w6n70n+oHw7rYhgWZs0znWHn6dGRNIWbdHAvJ3DnSz+1i4uc+5y4tZ3zB6saCmbHTdlzRVsOWdVn7/xkm+eMvaWa0zk554+Sg6jZrrL5z+4kumvPrqq2zZsoXHHnuM+++/n5tvvplbb72VkpLELxwKIeambfu6+MXzB/AFUsuOUykhKjw9LHO0sNTRSk7QRRA1J8xlvFmwmsOWRXg0yV/sl1R0IdJLAvIkKYpCR6+T969KsTB6HF8gHERbjNrYbvmgw5tSQD4+Zd1m1uF0+yc0YUpEZ+/s6+Q/duUKHn7mPQ6dGpw0IO8dmpg67vIE+M6vw3WojUvtsSAgXeIfL6Qk9gHXM66MoGfIE9stnMmw0zdpnbZ+mgDo/FWlHGkb5PJzFqUlCyNeWcHo79OWQrf2TLDnmbCadBzvGE553Fe0LrvSbsVk0PL3N64Bwo30Jssi2X7g9ITbqmeZTXDeyhLeilwMAbj6fdXA2Dr+QFChb9jDBWsmf3+54twqjHoNj2w5TO+Qm4pZdLEH+Mnv9gJgz5/59azXaci3GWLBOMBl66dO9TfqtWxurOD3b5yMzG3voaEqj/NWJH8C1zMYTpOPvrf1D3v4n+cPcsvm2rT+jQSCIYYcvlh6/vGOYZ5/K3xhZk1tEUvKz8yYwNnQ6/Vcc801XHPNNZw8eZLHH3+cm266iaamJj760Y9yzjnnZHqJQogkJNuEbTyVEqLK3U2Do4WlzlasQQ8BlZrj5gpesTZx1FyJVzNz/xjZ/Rbi7JGAPEkDI148vmBaOqwDsZ1fk0FLfqRhV3uPM6X69OgOuV4XTYPXEQyFmzaZjcn9qrsjQej4ucnJuPbCJfzxjeN0RIL78cbPFwf40zutuL1B/v7G1ayrK0r7/OlUAvzTg27W1BZSW5HL068e50THcMIB+ZDTl3SWQY5FHwsY0y2+bj2Vbu2ZoFKpqCnL4UTncMqP0dXnIteqn3ChK8eij42gi9c+7jW7akkB+QnM6p7O31y9gvVL7Tz4dDgIjl6Uid9VjpqsvwCEyw6qSsMXBnoGPbMKyAPBEIGgwjUX1CScUp5n1TMw4mVpZS5f/kjTjBf6Nq2r4HdvnOS/nnqPQDDEvhP9kwbkiqJw/692ct6KEi5pqhzzNX8gyJd/vI1VSwr40i3rePDp92KTB1Ytzufc5enbCX5hRxuPv3SUu65ZwcYVJby2pwOVKnwxxu1LvR/H2bJ48WLuvfdevvCFL/C9732Pj3/84+zfvz/TyxJCTGLbvi7+57n9BFNvDROjVkJUuzppcLaw1HEKc8iLT6XluLmCg9Yqjlsq8aknv3gpu91CZJ4E5ElKZ4d1GA3I9To11SU2dFo1R9qG2JBCZ+LxKevRHVCHx590QB4d1zSbrt4Qrok+0Tk8aRp+zyQB+XNvnqSuMjeWGmyL7H7VlKWnHtIS9zxo1FMHE939Lh7dcojVSwoZGPGyubGCKzdW8dybJznROZxwHfmQw8eK6smbfmVCUd7cb+I2mSXlOex9vS+lco77fvY2Hb1OllVNTNHPMetwuP0EgqFYCYHT42dgxBvrah4NBGdLrVbFGvrFv/Im62PQUJU/5ePYc8MXg3omyTBJRvS9J5mLbtGmeh++aElCWTf5NgP2PGNshGLvkAenx4/FOPbE8PSgm6NtQxxtG4oF5F5fEL1OHRultvd4P15/cMwYwFSbRk4letHnp8/t570TffQOeqivyOUfP7o+rd/nTGlvb+epp57i6aefprKyku9///uZXpIQC9psd7uno1GCLHZ1sszRQr3zFMaQD69Ky1FLJYes1Rw3VxBQj/28lOBbiLlJAvIkxTqspykg90VOinVaDVqNmiVlORxpS61hR2wOeaSuNJrK6XD5E97RjTo96KYoz4RGnXojNQjv9G0/eJrP/fA1vvKx9WN2A3uHPJQXWSbsoK9eUhj7b5VKxf3/5zxspvSM54oPIoIhZcrO3d/7VTMHTvbz4s52SgvMXNJUgVajpiTfTHeCjfL8gRAub4CcFMbGnSnR32fpLDIfMqGmLAcFONk1wvLqqYPV8aIlJhCeoz1eNF18xOWP7YC3RUbCbWgo5njHMOVpmKYQFR2ZtnLJ6EUalUo15u8g32aYdhydzaxDr1MnPS1gPF8soybxOvRPXLmMttOOaS8YjFdVbKNnMFzmcXrQTWu3g8WlNlyeAIW5RoadPh574UjseFdkVONnf/AaN25aEnvPBXjwqfcA+OTVy3ls6xF6B9M7k93h9lNVYmX1kkL+sK0FgM2NqZVJnC0+n48tW7bw5JNPsm/fPj70oQ/x8MMPU1dXl+mlCbGgzLbeOxHaUIAlrg4aHC3UOdswKH48ah1HLIs4ZK3mhKmcoHr0PT2adm632+jpGZnmkYUQmSQBeZK6+pxYjFpykpxHPZXCyA50dCe4flEuf9zWiscXSKjzcTxvJKUyukMeC8jdyc82Pz3gSjqIn0w0kyAYUnhs6xGuv6CGP7zVwmdvWE3fkIeNK4pjgUhZoZnOPherxo2RKpliznOqbrm4ji3bWxl0+BiMqxeNT+GOb/RVV5Eb29Gz5xkT7lwffYy5Nuv7v75w4awvtJxt0drd4x1DSQXkbm8w9t/RHg3xovO0h50+8m0GgqEQf37nFCpgwzI77x3vo7E+tUkDk7GZ9dx927oJaepf/dh6nB4/7T1OamaoU1apVBTmGBkYnt3usDdyMTCRGeRRpQXmpC/mVJVYaT7cw/tXl/L0ayfY8k4rHl+QQ6cG+ewNq9lzrG9MXfqh1sHY2MTfvhLuRl9XmYs/EIo1tFtdW8hLuzpmnSUQ5fMHeeDx3Rw6Nci5y4v58EVL+ONbLSgKlE9RPjBXXHDBBZSUlHD77bfz4IMPYrGk7wKSEGJmZ3IXHEAX8lPrbKPB2Uqtsx29EsClNnDQVs1BSzUt5lJCKg3Lq/P4qdR8CzEvSUCepN5hD0VpbDT20csbaFpqD3e/JtxVO6S0cLxjmJqyHP781kkalxQklB7q9YfQqFWjo5aiKetJ1mErisLpAXdaOnyvb7Bzz+2N7Dh4mpd2tfOdx94F4CfP7iMQDLGiuoA33usC4O7bGtlx6DSLS8/suJ4Pbqyi0m7h+4/v5rk3T7L/5AD5NgNf+dhoWqonrl40fkZzcb6JvSf6CSnKjDXY0UZis609TjezcX40c4tnNekoyjXS2u1I6n5DznDQWlVinbRLdjQgf+Xddj52RQP7Tw7w7tFebtpcS1GuiXtub5z94sdZsXhiCYPJoMVk0FKUm9h7S57VwKBjdgG5b9yYxDNl6aI8VEBjvZ33jvePCb5//Oze2N/R7ZfV8+sXjtDW6yQYGt1hWrk4n8/euAa9Vs3/+/MhTg+4wxMTCs20zKKvQLy3D3RzKNJLwJ5nQq1SsaQsh2Mdw7Eyg7nqwQcflMZtQpxlZzoINwR91LnaaHC0UOPqQKcEcWiM7LUt4ZC1mlZTCcsWF/B/JQAXIitIQJ6kviFPWlNYTQYt6xtG68Vry3NRAUfahth5uIcXd7bzpVvWsioujXsqXn9wzG6XLS5lPRkeXxCPLzhpim+yNGo1y6vzJ+wq7z7Wx8qaAjauLOGnz4WbDuXbDHxgw9Rdm9Mp2tzttT2dQHjcVLzoGCoAU1ymgj3PhD8Q7sQ8U6D96p5OLEbtpLXLInklBWZOJ5mmPegIZyncenHdpJkK0dtefreD81eV8d7xPnRaNZetr5xw7FySbzNwsHVgVo8x2r/izAbkDVX5fO+z7yfPauD/+2gTr+/p5M29XXzy6uX88/++g9sb5OLGCj6wYRF/fqeVrj4nuriRgNecvzj2vvbxDy6L3V5SYKb5YHdKUyTGe3X36Il1njX8d33Xh1by1CvHaJjj4wElGBfi7DjTQbgx6KXeeSoShHeiIcSwxszunHoOWatpM9rZ3FTJP1+xbOYHE0LMK7MKyH//+9/z0EMPEQgE+PjHP85HPvKRMV8/cOAAX/3qV3E6nWzYsIGvfe1raLXz9xqAoij0D3tZVTNzcJwqs1FLZbGVI22DsZTz7gE3+HIq9AAAIABJREFUqxK4r9c/di6xyaBFpQo3dUvGsCscxKRzLFZ8p3GTQYPbG+SOy+oz1um7pMDMRz6wlF/95XDstmGXL1aK4IkPyOOaiEXT+HsG3dMG5J19TnYd7uGyDZWT1qiL5BXnmTjRkdyOaHSHPNc6+e/KnmfiyvOqeP6tVrbubGPn4R6WLso740HqbOVZDQw5fAllakzFN64J5JkUDXJVKhUXri3nwrXlAJQXWjjWMUylPfz+UFYQLlsxGbSYDVq+83fnT9nEr7LYhs8foqvfldJUCoCj7UN861c7CYYU8qx6Bh2jYwqL80x8+rpE3nmz10L7jBdivDMdhJsDbuqdp1jmaKHK3YUGhSGthR15yzhkqea0xc5fXb2CO6QJmxBZLeVPzu7ubh544AGeeuop9Ho9t912Gxs3bhzTSOaee+7h3/7t31i3bh1f+cpXePzxx7njjjvSsvBMcHoCeP3BWM3xmVJTZmPn4V6WRWplW7oTa8Th8wfHBBIqlQqTXovbE5zmXhONOMMBfE4aa58r7KMnzPfe3kTvkDt2El2YY0CbgaB144qSMQF5S9cIq5cUoigKcRmzmOJS1qM7690DLpZOs3P21KvH0evUXLmxOv0LX6DseSZc3gAOtz+h2dOdfU7++7kDAORO0VhPpVJx8+Y63nyvi7f3d6NSwQc2zO3dcSBS767gcPlT/jsd3wQyEy5aW86xjmEWR2rqSwstvP5eJzkWPUW5xmk76q+uDV8YPdgykHJA/sZ7nbH0+HvvCL8vrZykpGAhWoif8UKkcxTZVKwBF0sdrTQ4W1jkPo0ahQGdDd85m2i4YhOG6sWcM0/Gkgoh0iPlgPzNN9/kvPPOIy8vHJRcccUV/OlPf+Kzn/0sEB6/4vF4WLcuPC7ohhtu4D/+4z/m9Yd1dG524SxHgc2k0m7l1d2dHI10W2/pSiwg9/iCGMftdpmNWlze5ObnRnfI09W4DsIz0W+9pI7l1flUldiojqsT/9bfnp+275Pcmsa+/E90DLN6SSFOz9jnKz4osOeZMOg0tHY5YIpR4YFgiL3H+zl/dWlaL2osdMX5o9kJiQTkv3/jZCzYMs8wKi26S3zv7Y1JdRDPlGi39oERb8qvMX/g7O2QT+XCteWsrCmgIFIeU15oxusLcqRtiBWLp/89lBVZyLcZeGTLYQx6DeevKkv6+x9rD2dcXLmxKqWGdXPB9u3bp/16qintC/EzXixMZ3oXHCDH72CZ6xQX6k6j62wFRUFfVo710muxrd9AfeWiWZfeCCHmr5QD8tOnT2O322P/Li4uZs+ePVN+3W63093dndT3KCycOJ93Nuz22TULO9oVbihVV10468eazuqlxfDCkVj9a2efi8JCK+pp5mZDeMerINc4Zm02i54Qif3siqLQdtqBEunAvXhR/qwb2MV/349evXJWj3Um5Vj0tJx2YLfb8J4eewGktNg25ueoW5RHW59zyuf0wInwvOSNq8vP6OtkOpn6vrM13bobIqNkXP5QQj9fSZEVCL/nFBdP37n8njs3sOtQD+9vSv2k6Gw+5zWRvhAhjTrl72toDV/wM+g02O3pfa9NRvz6N6wq55Eth3F7A6xdWjzjz3bnVSt4fOth/vsPB1hea2dpghdT3t7byV/eaaWtx8GdVy3n5kuXzupnyKR//dd/BcDtdtPR0UFdXR1arZbDhw9TW1vLs88+m9LjzrfP+Pn6nncmyHMxaqrn4qEn3+WPkdGGZ8r1q3K4IneIvjffwtESHu1oXlxN0e23Uvi+8zBXnZ2eOVHyuhglz8UoeS5GZfK5SDkgD4VCY05cxzfWmenriejrcxAKpSdvKB0zGE+0hZsoqULBMzrP0aofbWhkzzfRM+DmWEtfrA5zKgMjHvKsOWPWptOoGRz2JLTel3a188ifD8XGjvncPnr8ye2ux5tPcy+bltrZtq+Lru4hTnWMXbPP7R/zc1QUmnlpVzudXUOxjvbxtu1pB6As15CRn38+Pe/xZlq3HoV8m4Ff/ukg9WW2Geu8ByIjsT559fIZn49Cs47LGsvp7U2ui3vU2X7OjWrQqFW8814HNfbU0rV7+8NTAAx6zZx5vVh0KixGLU5PgLI847TrstttrK3Jp+6jTfz9D17j//vR61SV2LjntkZ0k4y4i/fk1sMcbB3kfStLOHep/az//On80P/9738PwBe+8AW+/e1v09QU7rq8b98+fvzjH6f8uPPpM36+vuedCfJcjBr/XJyNnfDSkINbypzknzqI95kWWgBD9WKKbrgJ6/oN6EvCteBOwHkWf0/yuhglz8UoeS5Gpeu5UKtVKV1sTnkYcWlpKT09PbF/9/T0UFxcPOXXe3t7x3x9Puob8qDXqmPdy88Ui1FHTVn4hO19q8NpmOO7gE/G4fJjHTfSymxIPGU9mhp/sHUAk0E740ltNvjCzWu47oIali7KxesL8pftbRPGxMWPPYPwXHJ/IJyWPplj7UOUF1mwpTHlX4BOq+YjH1hKd7+Lw5ERVdNxefyUFZp5/+rkU5nnOrNRx5raQt7a100wFErpMfz+s9NlPRlqlYqli/LQadVjylqmYzHqKCkw4/OHONo2xPNvt+CNNKzrH/bwwo5TuMY1tuwecHP+qlLuunYlZmN2NCE7ceJELBgHWLlyJS0tqe8ALsTPeJGdHvnzQf76my+emWBcUbhqiY7vrBjmn9wv8onjT2F+48+otFqKbr6Vmvu/Q/X//RcKrromFowLIcR4KZ+JnH/++fznf/4n/f39mEwmtmzZwte//vXY1ysqKjAYDDQ3N7N+/XqeffZZLrroorQsOlP6hz0U5BjPSp3PfXduwBcIEVCp+d2rx+kf9lJbPvXxwVAIlzcQmz0eFe5onlhAHg3AA0GFwpz5N6s6FWtqi1hTW4TXH2RVTQGPv3SUuopcgNhOXfzYM4B19UUU55l49o0TrKsvGvM1RVE43jE84XaRHnWV4d9NR59rxlGALm8ga4KtyWxYVsyuI7109LpYVJz81VhfXA35zJf7zp4bN9Vy4ZrySbNPppJr1tEduT72zGsneOa1E3z1Y+t58On3GHT4+MNbLRh0GvqHPVx3QQ0DI95YT4JsYTQaeeqpp7juuutQFIUnnniCnJzpSzWmsxA/40V2OWNp6YrC1TUaNhn6GGnejn9LF30qFaa6euy3fQRr03p0BdIcUgiRuJTPVktKSvjiF7/InXfeid/v56abbmLNmjXcddddfO5zn2P16tV897vf5b777sPhcLBy5UruvPPOdK49YT5/kGdeOcp5y+xo1Imf5Pn8Qd7e3837V5ehVqvoG/ac8Q7rUSqVCoNOQ741/P1au0dY32CfcsRRtBHZ+GZXZoMu6YAcwrXnC4lBp+ELN6/lm7/aydH2ISDcwM3ZNTKh07NWo+bcFcX84c0WQiFlTG3/6UE3Dref2vLUT4TF1HLMeqwmHR29zhmPdXoCk84ezxbRBmS9g+6UAnKvP4QK5lwmTHmRhfKi5NLwF5flcLhtiLrKXI62hf9+mw/3xPpwDEX+H+C3rxwHoCR//jVwm86///u/c/fdd3PfffehUqlYuXIl3/ve91J+vPn0GS9E1LZ9Xfzi+QP4Amluk64oXLNYxYXaHhw7d+B/oYd+lQrzsuXkX3o51qYmtLlTT14RQojpzGr76Nprr+Xaa68dc9tPf/rT2H8vW7aMJ598cjbfIi1aukf479/tI8+8LqmRNlt3tvHES8ewWfSsqyuib9ib0onvbFgiAfYftrVQmGNkc2PFpMc5Ik2eLKaxv1KTUYPLG0iovk8XtyOVzg7r84VaraK+Mpej7UOoVeHRUie7RjBOMhbKZtajEJ7xHv9cRYOB2vLcs7XsBae8yEJH38wBucvjp2weds1OVFHk4mDPUGr72/5AEJ1OnRWdfW/ctITG+iLae52xv8FDrQPT3qekILt2yGtra3n66acZHAyXc0S7o8/GfPmMFwLgO7/eyYGWmcuZEmXQqvnrNUaq+4/j2NlM4FgfAxoN5uUrKLjyGiyNjWhtcvFdCDF72ZvPGacwMlKnZ8ANixO7Tyik8NLOcHOuAycHWLk4n2GnL/ZYZ1N1qY2WrhG6+l1THhOte7aZxgbSJoMWRQmPRJtupi+Em0RF5ZgXRsr6eNGu8iElXH9v0Gsm7W5vizw/I66xAfm+k/3kmHWUp9hoS8ysrNBM86GeGY9zebI7Zd1q0mHQa+iNNK9Lls8fQq+dO/Xjs6HTaiaMqzvRGe6JkWfVx3bKrSZd7L0y23bIe3p6+OpXv0pLSwuPPvoon/zkJ7n//vulrltkvXQ2a7t4XSk3LlYx0rwDx85mggcHGdJqMa9cReF1H8a6rhGNRT7fhRDplb1nq3HybAa0GjU9g4mfuL53vI/eIQ9GvYb9Lf30D4d3pgsyEJDfe3sjn3ng1WlrKp2Rk8zxKevRINztDcwYkPuDo82hFmpDsqK4koR19UWYpgjoos+Pw+UDwh/OiqKw/+QAyxcXTFlaIGYv16LH4fYTCIam/JsIKUqkhjx7LyypVCqKco30Dqa2Q+7zBzHo5la6+mxNlupekGNk0OGjvjKXzY0VrK0tpG/YO+P74Xzzta99jcsuu4xf/vKX5OTksGzZMu677z4efvjhTC9NiLTZtq+LR/9yCKcnmLbHvGRtCR+uUnA078Dx52doGxlGpdNhWb0G6/oNWNasQ2PKrowaIcTckl1nJFNQq1SUFJg5nURAvnVnG7lWPZc0VvD0ayc43jkMjA3YzhaTQYvJoMEfmLqb8oh78pR1c1xAPpP4x8/J4trb6cT/ftc3FLO+YfLdpWin/RHXaPfmYx3DDDt9sbFx4syIXgyZrkbc4w2iKKOv/2xlzzWlvkMeCKHLkh3yKJtZzz23N+J0+/nRM3sBWFdXxPGOYf76quWUREoYsvFCTXt7O7fccguPPvooOp2Oe+65Z0K6uRDz0ZmoC79kTTHXVwbDQfiffku704nKYMC6Zm04CF+1BrXx7J/vCSEWpuw+W41TVmThdFzd6eMvHaWla4R7bm+ccGz3gIu9x/u57oIaVi0p5OnXTvDGe51AZnbIIVzfHb+DDfDang4ef/EolzRVYojUOU9s6hYNyGe+mhwfkNsWasp6ghdcokFh/4iXP77Vwgc2VPLKrnaMeg1NS+1ncokL3mi5gG/KgNzljVygyuKUdYDifBP7T/ZPaC6YCJ8/iD7LdsgBlleHU9fv/GADigKb1pVz7ooSivOye4dLpVIRihuB53A4xvxbiPkoneno2lCAD5V6WB/qxPn8E3S43ahNJixr12Fbfw7mlatQ6xfmZoQQIrOy+2w1Tmmhmb3HemPNzd473kd7j5NBh5c8q2HMsS/tbEejVrFpXTk5Zj1mg5YDJwdQEW70lQk6rRp/YGxQfeTUEE5PgBeaT9FYb8dq0mHUj2/qFv63c9wc3sn44h5/ITZ1A2I7hvWLpm+IFA0Kt2xvpX/Yy6HWQfaf7GfTuvKsS4Wda6IXQ+KzE8ZzRaYOZHMNOUBViRVfIERnn5MKe3INJ32B0JyaQZ5um9eNNsDM9mAc4PLLL+fuu+9mZGSExx57jCeeeIIrr7wy08sSImXpCMZ1IT/1ng6usA5gPHUI5bgXp9mCtWkD1vUbMC9fgVq3MDcghBBzR3afrcYpK7Tg8QUZcfsx6jR09oYbpO0/2c/5q8pix424fLz8bjvnLC+OBerLq/NpPtxDfqQWPRO02okp69HmRG5vkDf3dtEwSRAZDayHXb4JXxtvzA75Ak1ZB/jB319ARVkuI8NTpwJrNWpMBm2sFOC9433k2wx8+KIlZ2uZC1b8DvlUeiJ11bnWzFxAO1uqS2wAnOwaST4g9wcnnSAg5qdPf/rTPPPMM4RCId58801uvfVWbr755kwvS4iEpDMtXR/yUedsY5nzFPWeDlQBPxqbDevG94WD8IZlqLQL5vRXCDEPLJh3pNJIs5+eQTcqVISU8Jv+vhMDYwLyLdtP4feHuPp9i2O3LV8cDsgz0WE9SqdRTwjIR1w+Ghbl0d7rxOH2T9rQKFoLPuxMLiBfqF3WIfycGQ1aRmY4zmbWcXpgNGjf0FCMJQtrU+ea6A75j5/dR/+wlw9urJpwzOFTg+i06ljAmq3KCi3odWpaukZ4/+qyme8Qx+0LkpehjB+Rfvfeey/f/va3uf766zO9FCGSsm1fFz/7/X5mE4obgl7qnW00OFqocXegVULo8vMxn3MRtvUbMC1tQKXOvhIdIUR2WDABeVlhJCAfcOP2hVOza8tz2H+yP5bG7vT42drcxvoGOxVxwe2KyOzygpzMnbzqtBNryEdcfmrKc8jPMfDWvu5JG7EZdBqMeg1DTh97jvWRZ9VTNUWQ4osE5FqNOjb/XExtfEC+YnH+NEeLdLHGNS58+rXjkwbkh04NUFueg06b3SdgarWKxaU5HGxNfvau2xvApF8wHwFZ78CBA7HPMiHmg9mmpJuCHuodp2hwtrDY1YkGBa8ph6JLL8O2/hwWnbeO3rjeQUIIMVctmLOx4kh33dODbgZGvFiMWi5aW87/Pn+Q9h4nlcVWtu5ow+MLcs35i8fctyTfxMqaAlYuzlz3bJ1WTWD8Drnbj9Wk44pzFtHR6+Tc5ZN3BM+x6Bl2+vjBE7sB+J9/vGTS4/yBEJV2C3d+cJmM7UrA+JnvS2eoOxfpoYnb5Zgs5fpE5zCt3Q5u3lx7NpeVMU1L7Ty29Qjd/a5YF/FEeHwBjAZJWc8WxcXFXH311axduxZL3Jzk++67L4OrEmJy3/n1Tg60JH8h0RJws9TZSoOjhSp3N2oUdHY71gs/iHX9ORhramIXpWRHXAgxXyyYgNyg05BvM9Az4Kajz0lViY2VkfFUe0/0o9Go+PP2VtbVFU3YQVapVPzDresysewYnVaNJ250WSAYwu0NYDPrKMoz8S9/de6U982NBOQz8QeC5NuM1FXkpmXN2S5ay2w16fj3T50nzdwywOsLElKUMReQnn+7FatJx+bGimnumT02NIQD8neP9nLFuROzBSYTUhQ83qDskGeRxsZGGhsnTg0RYi5JpVbcFnCy1NHKMkcLlZ7TqABdSSm2S67Bun4DhkVVkhkihJjXFtTZmD3PRFe/i1OnnVy6voKCHCNlhWZ2HDrNizvb0GnU3HFZfaaXOSmdRs1I3A55tMO0LYFu6DkWPe09M6dthecSyxXlREWfe6tJN2HcnDiz1tYWsvtYH75AiL4hD/a4LtqdfU7qK3MXzAWSghwjJoOG3iFPwvfx+oIosGCeo4Xgs5/9LB6Ph5aWFurr6/F6vZhM2d9dXswPyQbiuX4HDY4WGhwtVHh7AejR5+E+7zKWX7kZfXmFBOFCiKyxoM7GivNMvLG3E0Uhtgu+sqaAF3a0odOqufeORorm6Hic8TXk0Q7rtgQCwVyLnneP9Mb+7Z8i8PYHQuglIE9YdIc822ddz0Wfv3ktJzqH+fovdvD//nyIxvoiLmmqBGDI4aO+cmGVD+RZDQyOeBM+3hPpoyEp69lj9+7dfOYzn0Gr1fLYY49x3XXX8dBDD9HU1JTppYkFLJlAPN83TIOzhQZHK2XePgC6DAW8UthI3jkbuPmm95/p5QohREYsqEjCnm8i0lw91n25qd7OSzvbueuaFdSWz91U7fAc8vgd8nAKui2Bbug5Fj3B0OiH4YDDO+lcXn8ghFYC8oRFn3uTBOQZsbjURnGeiX0n+tl3op9LmioJBEM43H7yFtjYvnybgQFH4gF5dFyfpKxnj29961v8/Oc/5+6776a0tJRvf/vbfOMb3+C3v/1tppcmFqht+7r4n+f2E5wmFi/0DdIQSUcv9g0A0Gkswnnhlay86mKW2ou56CytVwghMmVBnY3Z88Jjy/Q6NaWR5kfLqvN58IsXodfN7Z2i8QF5tCbcmkDKeu644GRg2DNlQC475ImLpqzLqLPMUKlUfPKa5dz/y51A+CKVzx/+G8m1LrCA3Gpgf8tAwse7fZGAXHbIs4bH46Guri72702bNvHAAw9kcEViIZtylJmiUOwboMERbsxW5B8C4JTRzgtFG2grXMK1VzXRuLL0rK9ZCCEyZUEF5MV54SB8kd2KWj1aezTXg3GYOIf89GB43FZR7syz0cePQ+sd8tAwyXG+QBC9du4/F3NFdIfcLDvkGVNfmccXbl7LD57YTWefC60mfEEp17qw5mvn2QwMOXyEQsqY97apeLyRlHXZIc8aWq2WoaGhWF3t8ePHM7wisRBNmqKuKJR6+8JBuLOFAv8IIVScMhWzM7eBw9Yqzjmnjr+7YlnmFi6EEBm0oM7GivPDu8JVpZPP4Z7LtONqyLv6XRTmGDAkcDFhfEA+WYM3RVHw+yVlPRnRsWdmaYyVUWWF4QttXf2uWE+FvIW2Q24zEFIURly+hC5GxFLW5bWbNf72b/+Wj370o/T29vKlL32JN954g3/913/N9LLEAjJmrriiUO7ppcHZwjJHC7kBJyFUtJhKeTtvJUcsi3BpTRh0Gu78YAPvkx1xIcQCtqDOxixGLTduWsLauqJMLyVp0R1yRVFQqVR09bliafcziU9ZN+g0tPU4JhwTDCkoICnrScix6LEYtQn/HsSZUZhrRKdV09HrjM3hzrUssB3ySBA+4PAmFpBHU9YnmeMu5qeLL76YJUuW8MYbbxAKhfjMZz5DbW1tppclstC2fV08+pdDOD3BMberlBCLPD00OFpY6mglJ+giiJoT5jJeL1jLEUslHk04q8+g03CXBOJCCAEssIBcpVJx9fsWZ3oZKYl2RQ8EFbQa6B5wJfxBFh+Q11fmThqQR2tvZexZ4nRaNd/5u/PnRclDNlOrVNSW57D94GnOWVaMCsixLKy6/mgWzLDTn9DxsZR12SGf9zo6OmL/rdPp2Lx585ivlZeXZ2BVIhtNFoirlBBV7u5wEO5sxRr0EFCpOW6u4BVrE0fNlXg1o+cgKuBvrl0hgbgQQsSRs7F5Ihoo+wMhnJ4gbm8w4Z1ZnVaDyaDF7Q1QX5nL3hP9ONz+MbOzo+nwskOeHKnBnRuuel813//NbrZsP8Xy6nw06oX1OjZGdrp9/uAMR4ZFd8iNskM+71199dWoVCoURcHj8WCxWNBoNAwPD1NYWMjrr7+e6SWKLBCfjq5WglS7uljmbKHecQpzyItPpeWYpYJDliqOWyrxqSdeFNVqVPzVVcslGBdCiHEkmpgnYgF5MERrd3iHe1GxNeH751j0+AMhaivCo90e23qEFYvzOX9VGUBshnEiXduFmGtWLi7gqvOqeWHHKW7ctPDSdKO9JKLzxWfi8QbRa9WxJnhi/tq1axcA//RP/8TGjRu5+uqrAdi6dSsvvPBCJpcm5rHxu+GaUJA6dwcNjhbqnW0YQz68Kh1HLZUcslZx3FxBQD31KaXUigshxNQkIJ8ndJroDnmQlu4RABYVJ96cLteix+3xU1OWA8Cbe7t4c28XOq2Gc5YVx9LYK+2WNK9ciDNPpVJx0+Zarr+wZkEGmYbITrc3iR1ySVfPLnv37h3TxO3SSy/lv/7rvzK4IjEfxQfi2lCApa52Ghwt1DnbMSh+PGo9RyyLOGit5qSpjKB6+iwbCcSFEGJmckY2T8SnrLd2jVCcb0pq3JY914jHG5jQVbn50GnKCs209zrRalSxTvRCzEcLMRiH0R3yhANyb0AaumWZUCjE22+/zcaNGwF49dVXYyPQhJjOtn1dPPXKMfqGvehDfpY421jmaGWJqx29EsClNnDAVs0hSzUt5lJCqsTeOy5uLOdjMspMCCFmJAH5PDEmID89QnVpTlL3v/XSeryRdNbG+iJ2Hell9ZJC3jlwmncOnKaiyEJZoWXB1d4KkQ30WjUqkkhZ9wVlhzzL3HfffXzhC19Ap9OhKAqKovDggw9mellijooPwg1BH3WuNjY5WljiakerhHBojOy1LeGQtZpWUwmKKvFzA6tJy+2XLZVdcSGESJCckc0T8TXkQ04fBbbkxjpZTbpYE7f/86GVePxBXt7VznvH+wBo73XKh6cQ85RKpcKg18Quus1Edsizz+DgIC+99BKHDx8GoKGhAa1WPuLFRNv2dfGb595l8VALFztaqXF1oiHEsMbMuzlLOWitpt1onzEIlx1wIYRID/m0nieiKalOtx+fP5RUuvp4ep0GvU4zoSncZRsqZ7VGIUTmGHSaJFLWg9jzjGd4ReJseuCBB7jssstYuXJlppci5qjA8DCOXc24n3mBT490oEZhUGtlR94yDlmr6TAUQYJlDhKMCyFE+khAPk/k54RPntt7nQCY05Buuq6uiH+4bR1uT4D+YU+s4ZsQYv4x6BMPyD2+if0kxPy2dOlSHnroITZs2IDZPDoSUwL0hS0wOMDIzmYczTtwHz4EioJZZ+PtvJUctFbTbShIKAhXqUBRoDDHwA2baiWjTggh0kjOyOaJfGt4HFl7TyQgn8UOeZRKpWLl4oJZP44QIvOMumRT1uXtP5vs3r2b3bt388QTT8RuU6lUbN26NYOrEpng7+vD0byDkZ078Bw9AoC+vJyCq6/Ftv4cfvq7FvpGfAk9luyECyHEmSdnZPOETqvBZtaNBuQGXYZXJISYS/QJ7pArioLbG8RokBrybPLiiy9megkig3ynT+No3kHHnp04jhwFwLBoEYXX34C1aQOG8vLYsTds1vGL5w/iC4SmfDzZCRdCiLNHAvJ5pMBmjKWsm+RkWggRx6jT4PQEZjzOFwgRUhRJWc8i3d3dPPzwwzQ3N6NSqWhqauKuu+6itFSCqWzm6+pkZMd2HM078J5qBcBaV0vRjTdjbdqAvqRkwn2i3dV9gRBqFYQUYv8vQbgQQmSGnJHNI/k2Ay3dIwCYjbJDLoQYZdBrGBjxznicxxsO2qXLenbo7Ozk1ltv5YorruDzn/88Pp+Pt99+m5tuuonf/OY3VFRUZHqJIk1oBioFAAAgAElEQVQURcHX0R4Lwn0d7QAYa+uw33Ib1qb1lC9fQk/PyKT337ava8zOeEgJj0z8+JXLJAgXQogMkoB8HsnPGR11lo6mbkKI7GHQaRKaQ+6OHCNzyLPDD37wA770pS9x/fXXx2674oorWLlyJT/4wQ/4zne+k8HVidlSFAVva0u4Jrx5B/7uLlCpMNUvxX77R7A2rkdXkFgvmOjOeDxfIMRTrxyTgFwIITJIzsjmkcKc0TFF6WjqJoTIHol2WXfHdsjlPSQb7N+/n29961sTbr/xxht5+OGHM7AiMVuKouA5cRxH8w4czTvw9/aAWo25YRn5H7gca2MT2ty8pB5z274u+oYnz6CZ6nYhhBBnh5yRzSMVRZbYfxsk3VQIESfROeSxlHXpQ5EVFEWZ8mt6vf4srkTMhhIK4Tl2lJHmHTh27iDQ3w8aDeblKyi4+hqs65rQ2GxJP+62fV08+pdDOD1TvzcUxmXfCSGEOPskIJ9HFhVbY/+tTmBuqBBi4TDqNPgDIYKhEBq1esrjYinrskOeFTQaDd3d3ZSMa+DV3d0tAfkcpwSDuI8cjgThzQSHBlFptZhXrqLo+huxrF2HxmKZ+YEitu3r4pnXt9Ez4MZi1BAIhvD6p75gA+Ea8hs21c72RxFCCDELckY2j+Tb5Cq2EGJy0a7p/cNe7HmmKY8bdobnD9vM0hgyG9x222185Stf4Yc//CFWa/iibV9fH/feey933HFHhlcnxlMCAVyHDuJo3o5j106CIyOo9Hosq9dgbdqAZc1aNKap/36nMr5h23Q74vGkoZsQQmReygF5R0cH99xzD319fdTU1PDd734XyxRXct944w0efvhhfvGLX6S8UAEq2RUXQkyhcWkRv3nxKFub27jt0vopj+sf8aJSQa5Vdk+zwe23305raysXXnghdXV1BAIBTp48yZ133smNN96Y0mPK53t6hfx+XAf24dixA8e7uwi5nKgMRqxr14aD8NVrUBtmd8F9soZtMynMMUgwLoQQc0DKAfnXvvY17rjjDq6++moefPBBfvSjH3HPPfeMOSYUCvHzn/+cn/zkJyxdunTWixXwzf9zHv4kP3SFENmvKNfEqiUFvHe8b9qAfGDEQ57VMG1au5hfvvzlL/OJT3yC3bt3A7B27doJKezJkM/32Qv5fLj2vcfIjh0497xLyO1GbTJhWdeIrWkD5pWrUKexpCDZxmySqi6EEHNHSmdkfr+f7du3c8UVVwBwww038Kc//WnCcceOHePYsWN8/etfn90qRUxxvpkKu3XmA4UQC06+zYDTE5j2mIERr5S/ZKGSkhIuv/xyLr/88lkF4/L5nrqQx8PIjnfo+PGPOPbFv6fjwf/EuXcP1vUbKP/cF1ny/f+g7JOfwtrYlNZgHJJrzGY1aSVVXQgh5pCUdsgHBgawWq1oteG72+12uru7JxxXX1/PN77xDd5+++2UFldYmN7A025PvkPpXDBf1w2y9kyZr2ufr+uGubH2onwzbm9g2rUMu/xUldrGHDMX1p6K+bruuexsfb5Dej/jM/VaCLhcDGxvpvfNbQzu3EXI50OXm0Px5k0UnX8eOatWotae2XY9LzefSihd3WbW8anrV7N5/aIzup65RN4jRslzMUqei1HyXIzK5HMx46fE888/z/333z/mturq6gn1zGeivrmvz0EoNH2H0ETZ7TZ6ekbS8lhn03xdN8jaM2W+rn2+rhvm0NpDIfyBEB2dg+i0k4816x10s6wqL7beObP2JM3XdcPcOQHK5Oc7pO8z/my/FoJOJ453d+Fo3o5r/z6UQABNbh45F1yIdf05mOqXolKr8QN9A+4zupbxzdyiDDoVOq0GhztAYY6BGzbVxnbE5+vfTbLm83tEuslzMUqei1HyXIxK13OhVqtSutg8Y0B+5ZVXcuWVV465ze/3s3HjRoLBIBqNhp6eHoqLi5P+5kIIIdLHHOm07vIGyZ0kIHd7A3h8QUlZF4B8vicjMDKMc9cuRpq34zp4AIJBtAUF5F58Kbb1GzAuqUWVgb4MUzVzs5r0fOfv3n/W1yOEECJ5KeVR6XQ6NmzYwB//+EeuvfZannnmGS666KJ0r00IIUQSTMZIQO7xk2uZWKPqcPsBsJmkw7qYnHy+jwoMDuLY1cxI8w7chw6CoqCz28n/wBXY1m/AsLgm49NPpmrmlmyTNyGEEJmTcmHTP//zP/OP//iPPPTQQ5SVlfH9738fgF//+tecPn2az3/+82lbpBBCiJmZDeHZ4i7v5I3dPL7wbGKjfvJ0diFgYX+++/v7cOxsxtG8A/fRI+EgvLSUgquuwbp+A4ZFVRkPwuMV5hgmDb6TafImhBAis1IOyCsqKnjkkUcm3H777bdPuG3jxo1s3Lgx1W8lhBAiAdGUdfcUnda9EpCLBCy0z3d/Tw8jO3fgaN6B5/gxAPQVlRReex3W9eegLy+fU0F4vBs21U6oIZeRZkIIMb+c2dafQgghzppYyvqUO+Th2416eesXC5uvqwvHzh2MNO/A23ISAENVNYUfvhHb+g3oS8syu8AERRu1PfXKMfqGvdjzTVx/QY2MNBNCiHlEzsqEECJLxJq6TbFDHk1ZN8gOuViAvB3tOJp3MLJjO772NgCMS5ZQdPOtWJvWo7fPz+Z171tZGgvApWuyEELMPxKQCyFEljDPuEMuKeti4VAUBV/bKUaat+PYsQNfVyeoVJjq6rHfdgfWpvXoCgozvcyUbNvXFdsVHz/WTAghxPwiAbkQQmQJvVaNRq2aZoc8mrIuAbnIToqi4D15gpHmcE24v+d0OAhvWEbxpZdhbVyPNi8v08uclfGzx/uGvfzi+YMAfGjz3JhxL4QQInESkAshRJZQqVSYjVrcskMuFhAlFMJ99Eg4HX3nDgJ9faDRYF62nPwrr8K6rgltTk6ml5k2k80e9wVCPPXKMT60uT5DqxJCCJEqCciFECKLmAzaKVPWvf4gGrUKrUZ9llclxJlz4mf/S+cf/ohKq8W8YiWFH7oe69pGNFZrppd2RsjscSGEyC4SkAshRBYxGabZIfcGMeg0c3aEkxCpKL70YpSKKiyr1qAxmzO9nDNOZo8LIUR2kW0SIYTIIia9ZpqU9QBGg6Sri+xirV1CzrnnLYhgHMKzx/XasadvMntcCCHmL9khF0KILGIyaOkZ9Ez6NY8/KDPIhZjnxs8ely7rQggxv8mZmRBCZJFpU9Z94ZR1IcT8Fj97XAghxPwmAbkQQmQRk0EbG282nscXkA7rQsxTMntcCCGykwTkQgiRRUwGDW5vEEVRJjRv8/qC5Jj1GVqZECJV080el6BcCCHmN2nqJoQQWcRk0BJSFHz+0ISveXxB2SEXYh6abva4EEKI+U0CciGEyCKmSNO2yWaROz1+zAbd2V6SEGKWZPa4EEJkLwnIhRAii5gM4YB8fB25PxDC7Q1is0hALsR8M9WMcZk9LoQQ858E5EIIkUVMkTnj43fIHW4/ADapIRdi3pHZ40IIkb2kqZsQQmSR6A75+NFnw04fADlm2SEXYr6I76xuMWrQ67Q43AHpsi6EEFlEAnIhhMgi0Rpyjzc45vYRdzgglx1yIeaH8Z3VnZ4geq2au65dIYG4EEJkEUlZF0KILBLdIR+fsj7iiqasyw65EPOBdFYXQoiFQQJyIYTIItEacs/4gNwpO+RCzCfSWV0IIRYGSVkXQogsYpxi7NmI249apcJslLd9Ieaq+JpxtQpCysRjpLO6EEJkFzkzE0KILKJWqzDoNXh842rIXT6sZh1qlSpDKxNCTGd8zfhkwbh0VhdCiOwjAbkQQmQZs0E7aQ25zST140LMVZPVjAOxnXLprC6EENlJAnIhxP/P3p3H2Vj3fxx/nVktM7ZpZiRLhixhjOrOGuLOMozRVL/ETbIkKSXpphSyJC0obdyisifZspNSRAoja4w1jDGDMYY5Z865fn9MDpNtzHKuc2bez8ejR3POuea63vMxfM/nXNf1/Uo+U8jP+6p7yC+kpVNYl6uLuK3r3RvuMODzgc1cnEZERFxFk7qJiOQzRfx9rlqH/KLV7lwSTUTcz/XuDdc94yIi+ZsachGRfKaQvw8X/nEP+QWrnUJ+3iYlEpGbiWlSCT+fzG/LdM+4iEj+p9MlIiL5TGF/H5KSL2Z67qI13bkkmoi4n0v3hl+aZV33jIuIFAxqyEVE8pnCft5XX7KeZncuiSYi7uHKZc4uNeDvPNvQ7FgiIuJCencmIpLPFPb34ULa5UvWHQ6DNJsuWRdxJ/9c5iwxOY0vlu4G0FlxEZECRPeQi4jkM4X9fUiz2Tl04hyAc03ywv76DFbEXVxrmTNruoN5P+w3KZGIiJhB785ERPKZS433sKm/MumVply0Zly+rjPkIub55+Xp11vm7HrPi4hI/qSGXEQkn/H1tji/Pp2cRtrfZ+F0hlzEHNe6PP16tMyZiEjBondnIiL5jK/P5TPhCWcu4Oeb8ViTuomY41qXp1+LljkTESl49O5MRCSfqV8zFIsFJn+3i4SzFwkqVgjQJesirnCtmdNvdkZcy5yJiBRcashFRPIZby8v6tUIZcqS3SScuUCRvy9V1yXrItd3rUb6es3x9ba93szpAYV9SLmQftV+gor5a5kzEZECLtvvzo4dO8aAAQNITEykYsWKvPvuuxQtWjTTNidPnmTQoEGcOnUKLy8vXnnlFerXr5/j0CIicmPeXl6UKuZPwpkLhJYsAmSsTy5yMwVxfL+VJchutO31Zk739bHg5+OV6TVdni4iIpCDZc+GDRtGx44dWbZsGTVr1uTjjz++apsxY8bQrFkzFixYwHvvvcfLL7+M3W6/xt5ERCS3lQ4qwp4jZ/h8yS4ACukMuWRBQRzfb2UJshtte71L089ftPNk62rOCduCivnzZOtqujxdRESy15DbbDZ+/fVXWrZsCUBMTAzLli27aruHHnqItm3bAlChQgXS0tJITU3NQVwREcmqO24rytkUKwC1woIoWkgNudxYQR3fb2UJshtte70Z0oOK+VO/RmneebYhnw9sxjvPNlQzLiIiQDYvWT99+jQBAQH4+GR8e3BwMPHx8Vdtd2lAB5g8eTLVq1cnMDAwy8cJCgrITrzrCg7O+rHdiafmBmU3i6dm99Tc4J7Zq1W8jeWbjgAwondDvLws19zOHbNnhafmdmeuGt8hd8b4tb8d4cvPNnDq9AVuK1mYLq2r0/Tecre8n+CShUk4feGaz//z9+xG23ZpXZ0JX28jzXb5agF/X2+6tq3hst9X/b24TLW4TLW4TLW4TLW4zMxa3LQhX7p0KW+99Vam5ypUqIDFkvmN3T8fX2nq1KnMnj2badOm3VK4xMQUHA7jlr7neoKDA0lIOJcr+3IlT80Nym4WT83uqbnBfbMXK3T5nvHExJRrbuOu2W/GU3OD+7wBMnN8h5yP8f+8lzvh9AU+nLOV5HMXb/nsc/tGFTPtCzLu8W7fqOJVv2c32rZG+RJ0aVX1qgnfapQv4ZLfV0/+e5HbVIvLVIvLVIvLVIvLcqsWXl6WbH3YfNOGvHXr1rRu3TrTczabjbp162K32/H29iYhIYGQkJBrfv+YMWP44YcfmD59OqVL6/IsERFXKROUMRFXnbtuMzmJuCNPH99vdC/3rTbkl7bPyizrN9u2fo3SuhxdRESyLFuXrPv6+nLfffexZMkSoqKimD9/Po0bN75qu6lTp7Jx40ZmzpxJsWLFchxWRESyzt/PmxE96hJUvJDZUcRDeNL4fiv3fWfFrTTSarpFRCS3ZHuW9SFDhjBnzhwiIyPZvHkzL774IgAzZ85k/PjxGIbBRx99RFJSEp07dyY6Opro6Ohr3osmIiJ5o8xtRfH31XJnknWeMr7faAI1ERERT5HtKXfvuOMOvvrqq6uef+KJJ5xf//rrr9ndvYiIiJjAU8b3mCaVrnkvt9b2FhERT6I1cERERMTjXLpkfP5PB0g4feGG932LiIi4KzXkIiIi4pHq1yhNu6Z3aaZgERHxWNm+h1xEREREREREsk8NuYiIiIiIiIgJ1JCLiIiIiIiImMCt7yH38rK49f5cxVNzg7KbxVOze2puUHYzeGpuyZCbf376XbhMtbhMtbhMtbhMtbhMtbgsN2qR3X1YDMMwcnx0EREREREREbklumRdRERERERExARqyEVERERERERMoIZcRERERERExARqyEVERERERERMoIZcRERERERExARqyEVERERERERMoIZcRERERERExARqyEVERERERERMoIZcRERERERExARqyCVXOBwOsyMUOJ5ac8MwzI6QLSkpKYDn5vfU3J5cd0/M7Ik2b95MTEwMUVFRPPPMM5w9e9bsSKb57bffePTRR4mOjubJJ5/kr7/+MjuS6caNG8eHH35odgzTLFq0iMjISFq0aMH06dPNjmOqlJQU2rZty9GjR82OYqoJEybQpk0b2rRpw5gxY8yOY7rx48cTGRlJmzZtmDJliikZ8k1DvmPHDubPn292jFuWkJBgdoRsi42NZerUqQB4eXnWr5Kn1t1Ta75z504WLFhAcnIyFovF7Di3JDY2lhdeeIEVK1YAeFR+1d31PLnmnmrQoEGMGTOGRYsWUblyZSZPnmx2JNMMGDCAESNGsGDBAqKiohgxYoTZkUxz7tw5Xn31VdPeYLuD+Ph4xo4dy4wZM5g/fz6zZ89m3759ZscyxbZt23jiiSc4ePCg2VFMtX79en766Se+/fZb5s+fz44dO1i5cqXZsUyzadMmfvnlFxYuXMg333zDV199RVxcnMtz+Lj8iLns9OnTjB07lr1799K9e3cg48yhuzcrKSkpvPXWW8TGxlKnTh3+/e9/07hxY7NjZcnp06cZN24ce/bsoWPHjoBn1Bw8t+6eWnPDMBg7dizff/89d999Nz/99BN169bl0Ucfdfv8VquV119/nYMHD/Lss8/SpEkT52uGYbh1s6W6u54n19zTLVmyBF9fX2w2G/Hx8VStWtXsSKawWq288MILVKtWDYCqVasybdo0k1OZZ/Xq1dx555089dRTZkcxzfr166lXrx4lSpQAoGXLlixbtoznnnvO5GSuN2fOHIYMGcIrr7xidhRTBQcHM3DgQPz8/ACoVKkSx44dMzmVee6//36+/PJLfHx8iI+Px263U6RIEZfn8Oh3CBcuXKB3794AzJo1i2rVqpGWluYRb3zmzp2LzWZj0aJF1KlThzFjxnDgwAGzY2XJCy+8wLlz55g1axbVq1cnKSnJI2oOnlt3T6253W7n9OnTfPrpp7z99tvExMQwZswYTp8+jZeXl1tf0rtr1y5SU1MZOXIkVqvV2WxdvHgRi8Xi1tkdDgdnzpzxyLrv3r2bCxcueFzdHQ6Hx/6uezpfX1/27NlDkyZN2LhxI23atDE7kin8/PyIjo4GMn4fJ0yYwL///W+TU5mnffv2PP3003h7e5sdxTQnT54kODjY+TgkJIT4+HgTE5ln5MiR3HfffWbHMN1dd91FREQEAAcPHmTp0qWZPvguiHx9ffnggw9o06YN9evXJzQ01OUZ3P8d/TUsWbKEzz//nMKFC9OoUSNCQ0Pp2rUrgwcP5tlnn+V///sf4H737yUlJTm/Tk1NpVatWgA8/PDD3HPPPcyaNYvk5GSz4t3Qldlbt25NYGAg3bp1Y/To0Tz77LO8//77blfvS668n9CT6n5lbk+q+aZNm/jtt98ASE5O5tdff6Vw4cIA1K9fn8aNGzN48GDA/f6Obtq0ic2bNwNQoUIFvLy8GDduHMuXL6dYsWJMmzaNYcOGAe6T/VKO/fv3c+TIESDjTZgn1P3K7IcOHQKgdOnSHlF3yDj7tGrVKs6cOcP58+c9ouaebOnSpTRu3DjTf127dgUyzgavX7+eZ599ln79+pkb1AVuVAur1crLL79Meno6vXr1MjeoC9yoFgWdw+HIdFWRO19lJK71559/0q1bN1555RXuvPNOs+OYrm/fvmzYsIHjx48zZ84clx/foy5Z379/Px999BHff/89rVq1AiAgIICVK1fSqVMnIiMj2bhxI3369KFly5aUK1fOLf7x2b9/P+PHjyc1NZXw8HDnpfUJCQnY7Xa8vb3p2bMn/fv358CBA9SuXdstcsPV2bt27UrZsmVZtWoVzZs3p1OnTuzYsYM33niDBg0aUK9ePbfJvm/fPj744AMg45Kcrl274uPjw8mTJ9267v/M3blzZ+68805Wrlzp1jU/f/48L730EmfOnCE4OJjly5fTu3dv7r//ft5//33nvYxDhw6ldevW7N6923lppdn+mX3FihV0796dunXrsnTpUiZMmADAE088wYMPPsjOnTu5++67TU6dwWKxYLPZeP3114mKiiImJobbb7+dSpUqMX78eGcj6451/2f222+/nZCQECpXrsxvv/3mtnU/e/YsAwYMIDU1lXLlyjF//nyGDh3Kvffey9ixYxk+fDjgnjX3ZK1bt6Z169aZnktLS2PVqlXOM8Ht2rXj7bffNiOeS12rFpDxb1nv3r0pUaIEn3zyCb6+viakc63r1UIyPuC89CEzZLzvDAkJMTGRuIPffvuNvn378uqrrxbYK4ou2b9/P1arlerVq1O4cGFatGjBnj17XJ7D7c+QG4aBYRiMHj2afv360bx5c7p3787tt98OQPPmzalevTr33nsv6enp1K1bl5YtWzJp0iTAvImALp0NSU9PZ/To0YSHhzNo0CD27dvH+vXradmyJStWrHBOHFCuXDkiIiKcE3aZ2VzdKPu6deu4++67ueeee2jYsCF2u50aNWrQsGFD5ydK7pA9JSWFYcOG8a9//YvXXnuN06dPM2DAAFq3bs3KlSvdru7Xy33mzBleeuklatasyb333uuWNb/k+PHjBAcHM3v2bAYPHkypUqUYNGgQvXv35tdff3VOJBMQEMBDDz3Eli1bTE582bWyDx06lI4dO/LSSy8BGWedihQpQuvWrd0qO8Avv/zCjh072Lp1K3/88QcA/fr14+eff2b//v2Ae9YdMmffvn07AN27d6dPnz6Ae9Z969atlClThmnTpjFw4EDKlSvH999/T8+ePdmwYYPb1zw/8fHxYdiwYc7f+6VLl3LPPfeYnMo8AwYMoEKFCowbN855j6gUXA0aNGDDhg0kJSVx4cIFVqxY4RHz5kjeOX78OH369OHdd98t8M04wNGjRxk8eDBWqxWr1crq1au59957XZ7D7RtyyGg27rvvPr788kvatGnDbbfd5nytXLlyDB48mOLFi+Pjk3HCv169eqZc/38tx48fJzAwkJYtW1KpUiUuXrxI8eLFqVSpEpGRkUycONE543fr1q0pWrQodrvd5NQZrpU9JCSEgIAA+vTpw2233eZsBBs3bkzRokXdZimuPXv2YLPZ6Ny5M6GhofTo0YMff/yRY8eO8e9//5uJEydy6tQpwL3q/s/c3bt355dffmH9+vX06dOH4OBg573j7lDzTZs2OScDOXz4MFu3bgUy7lPr2LEjZ8+eZdOmTXTq1IlBgwY5v+/UqVPUqFHDlMyX3Cz76dOn+frrr6lTpw4rVqxwvrlNSkqidu3apuWGjOzHjx93Pj527Bj9+vUjICCA2NhYzpw5Q6VKlWjRogWvvfaaczt3qfuNsp8+fZrChQtTrVo1Vq9e7TZ137Rpk3MJqfj4eM6dOwdA8eLFnfNQ3HnnnW5Z8/zM29ubsWPH8sYbbxAdHc3y5csZOXKk2bFMsXPnTlavXs3vv//Oww8/THR0ND179jQ7lpgoNDSUfv360aVLF9q3b0/btm0JDw83O5aYaPLkyaSlpTF69Giio6OJjo5m5syZZscyTZMmTWjatCnt27fnkUceoU6dOqZ8UGEx3PTGth9++IF58+Zx5513cv/999OwYUPnayNHjiQ9PZ0hQ4ZgGAY2m41BgwbRoEEDgoKC+OCDD+jevbspBf3hhx/49ttvqVChAvXr16devXr0798fh8PBtm3bCAwMpEqVKhw+fJhPP/2U4cOHU6RIEWrXrs2MGTN49NFH6dSpk8tzZzV79erV2blzJ7NmzWL8+PEUL16c8uXLM2XKFB577DE6dOhgevaGDRtSu3ZtWrRowciRI2nUqBE//fQTc+bM4fjx48yYMYP//ve/blH3rOSeO3cu+/btY/HixYwePZpixYqZXvO4uDief/55QkNDsVgstGnThmbNmvHSSy/x2GOPOS8fXLlyJdOnT2fq1Kn07t2boKAgdu3aRenSpXnzzTcpVaqUy8/uZzX7qlWr+OKLL/jkk0/o0qULVatW5c8//6RMmTIMHTqUkiVLmprdy8uL1q1b065dO3799Vfq1q3Ljz/+yJIlS4iOjqZRo0YA9OjRg9tvv52dO3e6Td1vlL19+/Y0bNgQm81GTEwMtWrVYu/evabV/Vq/L40bN8Zms1G8eHH8/f3p1KkTPXr0cF423aNHD0qXLm3677qIiIi4P++hQ4cONTvEP61bt47333+fp556CsMwWLFiBWfOnHFOxuXr68umTZto0qQJfn5+eHt7Y7fb2bNnD0uXLqVHjx7Oe8zNyN21a1ccDgdLlizBbrfz/PPPY7VaKVWqFB9++CEtWrRgzpw5+Pr68vzzz2O32/nll1947LHHePjhh12e+1ay//vf/+bbb7/F19eX5s2bc/DgQb7//nuefPJJ5+yu7pDdy8uLBx54gAkTJrB69Wp++uknRo0axbx58wgLCyMmJgZvb29T657V3CNHjmTx4sWEhYVx9913c+zYMdasWWNKza1WK97e3qxatYrKlSszdOhQAgIC2Lx5M3/++SdNmzblm2++oV27dkDG1S1btmwhIiKCqKgoqlatSnh4OL169aJIkSIubVBuNTtkrIXdqFEjWrZsSdmyZalTpw69e/emcOHCbpF948aN7N+/n4cffhgvLy8qVqzI5s2bSYfOyAEAACAASURBVExMpEyZMhQvXpwHH3zQLet+o+x33HEHJUuW5IEHHqBcuXKm1P1Gvy9xcXE0b94cX19fDhw4wKpVq+jfv7/z6pWoqCjuvPNOateubUrNRURExHO4zaRul5bpKVWqFOvXr3deQpCamsrhw4f58ssvadmyJaVKlcJms1GyZEkuXLjgXCsuMjKSyMhIt8v98ccf07x5czZv3kzZsmWd39e+fXvOnj2Lv7+/aROSZDd7dHQ0SUlJVK5cmcqVK5syi+vNsn/00Ud88803NG3alK1bt1K/fn0AatSogZ+fH6VKlaJVq1Yu/+Amu7mrV6+Ot7c34eHhhIeH8/TTT7s0d3p6OuPHjyc+Pp42bdrwww8/ULp0aQAaNmxIoUKF+PzzzwkPDyckJIR33nmHAQMGUKRIEdLS0ihRogSFCxemYsWKVKxY0WOyX7x4kSJFihAUFESZMmVcmjsr2f39/fnf//5Hs2bNuOuuu4CMZnDq1Kn89ttvlC1blsDAQAIDA92u7jfKvnnzZu644w7KlStHuXLl3CZ3o0aNKFSoEJMmTWLv3r1UqVKF5cuXU69ePXx8fHj//feJj4/n9ddfp1KlSlSqVMml2UVERMTzuM095OPHj+fSyfqwsDAOHz7snMynRIkSlC1blk8++QSA8PBwduzY4Vzix8yr7m+Uu2TJktx+++1MmTKFdu3aMXHiRHbt2sW8efOYPXu26esh5iS7GRMe3Gr2sWPHUrhwYXbs2MGhQ4eYO3cucXFxps4vkN3cBw4cMC13UlISffv2JTU1laZNm7Jw4UKqVavG8ePHOXr0KIUKFaJq1apEREQQGxtL7969WblyJSNGjOCpp56iSpUq+Pr6mvL3ND9n9/f3p1q1atSpU4fFixc7v69WrVpUqFABb29v0/5t9NTsWc19zz338N133wEZE7zt3LmTTp06kZSUxKBBgwgICHB5dhEREfFMbnGG3Gq1snHjRnbu3MnmzZu5//77Wbt2Lc8//zznz5+nQoUKdOzYkcWLF5OYmEhQUBC1atXi22+/JSIiwrRLAbOSu3PnzixcuJA+ffrQvXt3Zs6cyV9//cWIESNMnVgjv2f/z3/+w6JFiwCw2WxMmjSJAwcO8Prrr7v8jJun505KSiIpKYmPP/4YgAMHDrBt2zaqVavG/Pnzee655yhZsiShoaHs37+fsmXL8sUXX3Dw4EHatWtn6u9Kfs9eokQJSpcuzYEDB0hLS8PHxwdvb2969+5t6nJHnpr9VnJfmkndbrc7V0fQ0mYiIiJyq9yiIT916hT3338/jRo14qOPPmLy5Mm8/fbb7N69m+TkZJo1a8Yvv/zChQsXCAwMBGDIkCEmp7613AC9e/d2rn9ttoKQPTU1FcjI7nA4nPd3KvetCQwMpFWrVpw8eZKQkBDuuOMOjh07Rnh4OAsXLuSHH35wzudgtVoBuP32251LE5qpIGX39/d3fq/Zaw97avZbyX1pVYZhw4ZluqVHRERE5Fa4xSXrt912GzVr1uS5557jzJkzzJo1i4CAACpWrOhcHufnn3+mbNmyziVw3GFy+KzmLl++vDOvOzS0UPCym93UgufmDgkJ4eGHHyYkJASAhQsXEhERQdOmTWnevDnDhw9n1KhRTJgwgX/9618mp82soGS/dAuJO/y7CJ6b/VZyX1rrWs24SP4wYsQI5zJQNWvWpGXLls7HFy9epGrVqiQlJZmSrVu3bs5j9+zZk3379mVrPwMHDmTy5Mm5Ge2WTZgwgVWrVgEZt/HNnz8fwNT6ipjN7ZY9W7NmDe+99x5ffvklxYoVo1evXhiGgY+PD2+99VamNcjdiafmBmU3g6fmPnLkCJ07d2bx4sUEBARw6NAhDh06REpKCuHh4W7dnCi7OTw1u6fmFpGca9asGePHj3eu7gMZDeOGDRsoVaqUy/Pk1rEHDhzIXXfdRffu3XMp2a3r3LkznTp1umpSXTPrK2I2t7hk/RKHw0GzZs345ptv+Oijj3jjjTf49NNPSUlJceu/oJ6aG5TdDJ6aGzKalObNm5OQkMALL7xA8eLFGTRoEMHBwWZHuyllN4enZvfU3CKSdz788EO2bdvGmTNn6N69O506dQLg66+/ZubMmTgcDkqUKOFcaeHcuXMMGzaM3bt3Y7FYeOCBB3jppZfw8fGhZs2aNG/enN27d/Puu+9SpEgRRo4cyZkzZ7Db7XTu3JlHH32UQYMGAfDkk08yceJEOnXq5PywYO7cuUyZMgUvLy9KlizJ22+/TWhoKKNGjWLbtm2cP38ewzAYMWLEDSfjjY+PZ+DAgZw8eZIyZcrg7e1NixYtiImJuapRvvS4RIkS1z3OwIEDCQgIYM+ePZw4cYKqVavy9ttvM3/+fP744w/GjBmDt7c3q1evvuYHBNer5+bNmxk9ejQOhwOAXr160bJly7z4oxZxLcONOBwOwzAMY8+ePUa7du2M06dPm5woazw1t2Eouxk8NbdhGMbkyZONqlWrGo899pgxZ84cs+PcEmU3h6dm99TcIpJzDz74oBEbG5vpuSpVqhiTJ082DMMwduzYYdSsWdOwWq3Gxo0bjY4dOxqpqamGYRjGunXrjFatWhmGYRivvPKKMXz4cMPhcBhpaWlGt27djM8++8y5v2+//dYwDMOw2WxGZGSk8ccffxiGYRjJyclG69atjS1btji3TUxMzJRt165dRt26dY1jx44ZhmEYU6ZMMV5//XXj999/N55//nnDbrcbhmEYn332mdGrVy/DMAzjv//9r/G///3vqp+3V69extixYw3DMIy4uDijdu3axjfffHPVsa98fLPjPP7440ZaWpphtVqN9u3bG3PnzjUMwzD+85//GEuXLr0qz6X93qieXbp0MRYvXmwYhmHs2rXLGDp06M3/MEU8gFudIbdYLDgcDqpUqcK8efPc5p7lm/HU3KDsZvDU3ADFixfn+eefp2fPns75HDyFspvDU7N7am4RyTtt27YFoHr16litVlJSUli7di2HDh2iQ4cOzu2Sk5M5c+YMP/74IzNnzsRiseDn50eHDh344osvePrppwGcy98ePHiQw4cP8+qrrzr3cfHiRXbu3ElERMQ1s2zYsIFGjRo5JyHt2rWr87XixYsza9Ysjhw5wsaNGylatOgNf66NGzc6j12xYkUaNGhw01rUqVPnhsd54IEHnP92VqlShbNnz950n8AN69m6dWvefPNN1qxZQ4MGDXjppZeytE8Rd+dWDTlcnsTKk5oU8NzcoOxm8NTcMTExpi0zmFPKbg5Pze6puUUk7/j4ZLxtvvRvg2EYOBwOoqOjGTBgAJBxW9rJkycpXrw4Docj078jDoeD9PR05+MiRYoAGcsnBgYGsmDBAudrp06dcq4sdC3e3t6Z9n3x4kX++usvjhw5wsiRI3nqqado3rw5YWFhLFy48IY/l7+/f6aJNa+32sWl1Uggo3G+0XEKFSrk/NpisWR54s4b1bNDhw48+OCD/Pzzz6xbt44JEyawbNmyTCt1iHgi86dwFhGP4ckNirKbw1Oze2puEXGtRo0a8d1333Hy5EkAZs6cyZNPPul8bdq0aRiGgdVqZc6cOdc8+1yxYkUKFSrkbMiPHz9O27Zt+eOPP4CM5vvKRh6gbt26bNiwwXncWbNm8c477/Dzzz/z4IMP0rFjR2rWrMmqVaucyzReT9OmTZk1axYAJ06cYMOGDc7XSpUqxfbt2wFYvHix8/nsHOd6P8uVblTPDh06sGvXLmJiYhg+fDjJyckkJCTc9Jgi7s7tzpCLiIiIiHiCRo0a0bNnT7p164bFYiEgIIAJEyZgsVgYPHgwI0aMICoqCpvNxgMPPMAzzzxz1T78/Pz4+OOPGTlyJP/73/9IT0/nhRdecE7E1qpVKzp37syHH37o/J6qVasyYMAAevToAUBwcDCjRo0iJSWF/v37ExUVRXp6Og0bNmTFihXOidCuZdCgQQwZMoSoqCiCgoKcl8EDDB48mDfffJNixYrRoEED58SWHTp0uOXjQMYM9u+//z42m+2W6/nyyy8zatQoxo0bh8Vi4bnnntOKF5IvuN2yZyIiIiIiYo5Ls5fHxMSYHUWkQNAl6yIiIiIiIiIm0BlyERERERERERPoHnKRfOTo0aM89NBDVKlSBciYnbRo0aJ06dKFyMhI53Zr1qyhd+/ejB071vl8cnIynTt3BiA1NZX4+HgqVqwIQIMGDejUqVOmfV/p66+/1tJQIiIiIiK3SA25SD5z5UytAH/99Rddu3bF29ubli1bAjBjxgyioqKYOnWqsyEvVqyY8/s2btzI8OHDM+3n6NGjV+1bRERERESyT/eQi+Rzd9xxB3379mXy5MkAHDlyhE2bNjFo0CAOHTrE1q1bTU4oIiIiIlIw6Qy5SAFQrVo19u7dC2Ss6dm0aVOCgoKIjIxk6tSpjBs3Lkv7uXjxItHR0Zmeu+eeexgyZEiuZxYRERERye/UkIsUABaLhUKFCmG1Wpk3bx6jRo0C4OGHH+aJJ57g+PHjmdYdvR5dsi4iIiIiknt0ybpIAbB9+3aqVKnCkiVLSE5OZvjw4TRr1owXX3wRi8XCV199ZXZEEREREZECRw25SD534MABPv74Y7p168asWbN45pln+P7771mzZg1r1qxh6NChfP3116SmppodVURERESkQNEl6yL5zJX3eXt5eeHv789LL71E6dKl2bVrFx9//HGm7du3b88nn3zCt99+S6dOnbK87yuNHj2a6tWr594PISIiIiJSAFgMwzDMDiEiIiIiIiJS0OiSdRERERERERETqCEXERERERERMYEachERERERERETqCEXERERERERMYEachERERERERETqCEXERERERERMYEachERERERERETqCEXERERERERMYEachERERERERETqCEXERERERERMYEachEXs9lsNGrUiB49emRp+yNHjvD888/ncapbc/ToUerUqXPT7b7++mumT58OwMyZM5k4cWJeRxMREbmpo0ePUr16daKjo53/tWvXjrlz597yvtauXcv48eMBWL16NSNGjLjpsW82hsbExBAZGYlhGFnKcO7cObp06ZK1wC5UtWpVkpKSbrjNrdZPJL/xMTuASEGzcuVKqlWrxh9//MH+/fupVKnSDbc/duwYBw4ccFG63PXbb79x1113AfDEE0+YnEZEROSyQoUKsWDBAufj+Ph42rZtS82aNalWrVqW97N9+3bOnj0LQPPmzWnevHmOcm3btg2r1Yqvry/r1q2jcePGN/2es2fPsn379hwd1yy5XT8RT6OGXMTFZs6cSWRkJOXLl+eLL77gzTffZOPGjQwfPpzFixcDOB8vWLCAwYMHEx8fT/fu3Zk8eTKrVq1iwoQJOBwOihYtyqBBgwgPDyc9PZ133nmHtWvX4u3tTZ06dRgyZAgWi4XRo0ezYcMGvL29CQ8PZ9CgQQQEBNCsWTPCw8PZs2cPL730Em+99Vamx+Hh4bz55pscP34cm81GmzZteOaZZzL9PKdOneKNN94gMTGRhIQE7rjjDsaNG8fvv//OmjVr+PnnnylUqBBJSUmcPn2aN954gz///JM333yTM2fOYLFY6NatG+3bt2fjxo2MHTuWcuXK8eeff5Kens6wYcO49957zfijEhGRAiQ0NJQKFSpw8OBBypcvz9ChQzl06BBnzpyhaNGivPvuu4SFhdG5c2eKFy9OXFwckZGRzJo1C7vdTmBgIBUqVGD58uV89tlnbN26lXfeeQer1UpCQgINGjRg1KhRN80xc+ZMmjZtSsmSJfniiy+cDfnRo0eJiopiy5YtVz0eNGgQFy9eJDo6mnnz5rFlyxbGjBnDhQsX8PX15cUXX3Tu57PPPuPbb7/Fx8eHChUqMHr0aAIDA/noo4/47rvv8Pb2pmLFirz++usEBwdn+nmfeOIJVqxYkelx+/btGTlyJHv37sVms1G/fn1eeeUVfHwutxmpqanXrOe5c+euW78TJ04wdOhQ/vrrLwzDoH379vTo0YOjR4/StWtXmjRpwrZt20hOTmbAgAE89NBDefBbIZL3dMm6iAvt27ePLVu20KpVK9q3b8+CBQs4ffr0dbf39vZmxIgRlC9fnsmTJ7N//36GDBnChx9+yMKFC+nbty/PPvssKSkpzJgxgx07drBgwQIWL17M+fPnWbJkCZ988gknT55kwYIFLFiwAIfDwZgxY5zHuOuuu1i6dKlzILvy8YABA3jkkUeYN28ec+fOZf369SxZsiRTxu+++46IiAhmz57N6tWrnWccHnroIZo1a0bXrl3p1KmTc/v09HR69+5N586dWbRoEZMmTeL99993vsGIjY2lW7duzJ8/n5iYGMaOHZubfwQiIiLXtGXLFg4fPkzt2rX58ccfKVasGLNnz2b58uXUrFnTeQsWQLFixViyZAnPPfccHTp0IDIykn79+mXa35dffknfvn35+uuv+e6771izZg1//PHHDTOcOXOGJUuW0K5dO9q1a8cvv/zCvn37bpr9rbfeco6/ycnJ9O3bl9dee41Fixbx9ttvM2DAAI4cOcLq1auZN28es2fPZvHixZQtW5Zp06bxzTffsG7dOubOncuiRYu46667GDhw4FU/b+fOna96PGrUKGrUqMG8efOYP38+p0+fZsqUKZnyXa+etWvXvm79Xn75ZerWrcuiRYuYOXMmCxcu5LvvvgMybudr1KgRc+fOpX///ln6oEPEXekMuYgLzZw5kwcffJCSJUtSsmRJypYty5w5c4iIiMjS9//yyy/Uq1ePcuXKAVC/fn1KlSrFH3/8wfr164mOjqZQoUIAjBs3DoBHH32Ufv364evrC0Dnzp3p06ePc5/33XdfpmNcepyamsqvv/7K2bNnnfd2paamsnv3bsLDw53bP/nkk2zevJkpU6Zw8OBB/vzzT2rXrn3dn+HgwYOkpaXRokULIOOMRIsWLVi3bh1169alTJkyVK9eHYC7776bb7/9Nku1ERERuRWXzigD2O12SpYsyTvvvMPtt9/O7bffTrly5fjqq684dOgQmzZtynTf9z/HzmsZPXo0P/74I59++ilxcXGkpaWRmppKiRIlrvs98+bNo3LlylSpUgWABg0a8OWXX/Lmm29m+eeKjY2lfPnyzrH4rrvu4p577mHTpk3s2rWLVq1aUbx4cQAGDRoEwAsvvEBMTAxFihQBoEuXLnz66adYrdZr/rxXPl67di3bt2933n9/8eLFqzK1atXqhvX8p9TUVH7//Xc+//xzAAIDA4mJieHHH3+kdu3a+Pr60qRJEyDjvcKZM2eyXB8Rd6OGXMRFUlNTWbBgAX5+fjRr1gyAlJQUpk2bRp06dTJN3GKz2a65D4fDgcViyfScYRikp6dnujQMMi4ldzgcV32Pw+HItP9Lg+8/HzscDgzDYNasWRQuXBiApKQk/P39M53Vf+edd4iNjeWRRx6hbt26pKen33ASGrvdft2fAXB+oABgsViyPKGNiIjIrfjnPeRXmjFjBnPmzKFTp05ERUVRokQJjh496nz9n2PntfznP/+hatWqPPDAA7Ru3Zpt27bdcEy7NOaePXvW+T7hwoULbNq0iX79+l01Jl7vvcKNxllvb+9MryUnJ5OcnHzN9wqXxuVr/bxXPnY4HIwfP945J05ycvJVx79ZPf/p0nuQfz53KZOvry9eXhkX+v7zWCKeRpesi7jIokWLKFGiBOvWrWPNmjWsWbOGVatWOT8FPnbsGImJiRiG4bwkCzIuW7806NavX5+ffvqJI0eOALBhwwaOHz9O7dq1qV+/PosXL8ZqteJwOBg6dCjfffcdDzzwADNnzsRms+FwOJg+fToNGza8ad6AgAAiIiKcl50lJyfzxBNPsHr16kzb/fTTTzz55JO0b9+eoKAg1q9fj91ud2a/ckAHCAsLw8fHhxUrVgAZk+gsX76cBg0aZLOyIiIiueunn37i4Ycf5rHHHqNixYqsWbPGObb907XGuuTkZLZv387LL79MixYtOHHiBIcPH8bhcFz3mD///DOJiYmsWrXK+T5h3bp1BAcHM3v2bIoVK4bNZnNewn7lewUfHx/sdjuGYRAREUFcXByxsbEA/Pnnn/z666/cf//9NGjQgJUrV5KSkgLAhx9+yNSpU3nggQf45ptvSE1NBeCrr77iX//6F35+fjetVaNGjZg6dSqGYWC1WunduzfTpk3Lcj2vVb+AgABq167tvE3g3LlzzJ8/X+8VJF/SGXIRF5k5cyZPPfUU3t7ezueKFStG586dWblyJR06dOCRRx4hODiYpk2bOmdLrVy5Mv7+/jz66KN8/fXXDBkyhOeeew673U6hQoX49NNPCQwMpEOHDvz111/ExMRgGAb3338/nTt3Jj09nbfffpv27duTnp5OeHg4r7/+epYyv/vuuwwfPpyoqCisVitt27alXbt2mT7V7tOnD2PGjGH8+PH4+vpyzz33cPjwYQAaN27M6NGjM+3T19eXjz/+mBEjRvDhhx9it9vp06cP9erVY+PGjTkts4iISI5169aNN954w3kZdkREBHv37r3mtvXq1ePll19m+PDh1KhRA8gY359++mkefvhhihQpQmhoKPfccw+HDh1y3nb2TzNnzuT//u//CAwMdD7n4+NDr169+OCDD+jevTsDBgygZ8+elCpVilatWjm3Cw4OJjw8nDZt2jB9+nTGjx/P8OHDuXjxIhaLhbfeeouKFStSsWJF9u3b51z5pHLlygwfPpwiRYpw/PhxHnvsMRwOBxUqVODdd9/NUq1ee+01Ro4cSVRUFDabjQYNGly1tOuN6nmt+kHGe5A333yTefPmYbVaiYqKIiYmhr/++itLuUQ8hcXQ9aAiIiIiIiIiLqdL1kVERERERERMoIZcRERERERExARqyEVERERERERMoIZcRERERERExAQ5bshTUlJo27btNdcS3LVrFzExMbRs2ZLXXnvtqiUNRERERERERAqqHC17tm3bNgYPHszBgwev+fqAAQMYMWIEERERvPrqq8yZM4eOHTtmef+nT5/H4TAICgogMTElJ1HlOlTbvKPa5h3VNu+otnnnUm29vCyULFnU7Dg3lZKSQocOHfj0008pW7Zsptd27drFa6+9xvnz57nvvvsYNmwYPj639pZCY3zeU23zjmqbd1TbvKPa5p2goABOnz6frfE9Rw35nDlzGDJkCK+88spVr/31119cvHiRiIgIAGJiYvjggw9uqSF3OAwcDsP5teQN1TbvqLZ5R7XNO6pt3vGU2ub1B+6gMd5VVNu8o9rmHdU276i2eSe7tc3RJesjR47kvvvuu+ZrJ0+eJDg42Pk4ODiY+Pj4nBxOREREXODSB+4hISFXvXatD9yXLVvm6ogiIiL5Qo7OkN+Iw+HAYrE4HxuGkelxVgQFBTi/Dg4OzLVskplqm3dU27yj2uYd1TbveEptR44ced3XcusDd43xrqHa5h3VNu+otnlHtc07V45rtyLPGvLSpUuTkJDgfHzq1KlrftJ+I4mJKTgcBsHBgSQknMvtiAKqbR5SbfOOapt3VNu8c6m2Xl6WbA/a7iA3PnAHjfGuoNrmHdU276i2eUe1zTvBwYEkJqZka3zPs2XP7rjjDvz9/fntt98AWLBgAY0bN86rw12Xw2Gwdd8pFv58gK37Tum+CRERkRzIjQ/cc4vGeBER8XS5foa8Z8+e9O3bl1q1avHuu+8yePBgUlJSqFGjBl26dMntw92Qw2Hw3uytxB1Lxmqz4+frTViZYvR/PAIvr1v/NF9ERKSgu/ID93vvvdfUD9w1xouIiKfLlYZ8zZo1zq8nTZrk/LpatWrMnTs3Nw6RLbFxicQdSybNZgcgzWYn7lgysXGJRFS+zbRcIiIinsadPnAHjfEiIpI/5Nk95O7gcPw5rH8P1JdYbXaOxJ/TYC0iInIT7vqBO2iMFxGR/CHP7iF3B+VDA/Hz9c70nJ+vN+VCNbugiIiIJ9MYLyIi+UG+bsjDw4IIK1MMHDYwDPz/vr8sPCzI7GgiIiKSAxrjRUQkP8jXDbmXl4X+j0fAibWQuIVe0TU02YuIiEg+oDFeRETyg3x9DzlkDNiW80fh/NEc3VPmcBjExiVyOP4c5UMDCQ8L0qAvIiJiotwa40VERMyS7xvy3KClVURERERERCS35etL1nPLlUurGGReWkVEREREREQkO9SQZ8GNllYRERERERERyQ415FmgpVVEREREREQkt6khzwItrSIiIiIiIiK5TQ15FmhpFREREREREcltmmU9i7S0ioiIiIiIiOQmnSEXERERERERMYEachERERERERET6JJ1F3I4DGLjEjkcf47yoYGEhwXpPnQREREREZECSg25izgcBu/N3krcsWSsNjt+f8/UrsnhRERERERECiZdsu4isXGJxB1LJs1mxwDSbHbijiUTG5dodjQRERERERExgRpyFzkcfw6rzZ7pOavNzpH4cyYlEhERERERETOpIXeR8qGB+Pl6Z3rOz9ebcqGBJiUSERERERERM6khd5HwsCDCyhQDhw0MA/+/7yEPDwsyO5qIiIiIiIiYQA25i3h5Wej/eAScWAuJW+gVXUMTuomIiIiIiBRgOWrIFy1aRGRkJC1atGD69OlXvb5jxw4eeeQR2rVrR69evUhOTs7J4Tyel5cFy/mjWE5vI6LybWrGRUTELWl8FxERcY1sN+Tx8fGMHTuWGTNmMH/+fGbPns2+ffsybTNy5Ej69u3LwoULqVixIpMnT85xYBEREck7Gt9FRERcJ9sN+fr166lXrx4lSpSgSJEitGzZkmXLlmXaxuFwcP78eQAuXLhAoUKFcpZWRERE8pTGdxEREdfxye43njx5kuDgYOfjkJAQYmNjM20zcOBAunXrxqhRoyhcuDBz5sy5pWMEBQU4vw4Ozv5s5H5+PjneR27tJ7ey5CZ3jbBPrAAAIABJREFUypLfqLZ5R7XNO6pt3vGE2rpifAf3G+PzK9Ul76i2eUe1zTuqbd65cly7FdluyB0OBxbL5XugDcPI9PjixYu89tprTJ06lfDwcKZMmcJ///tfJk6cmOVjJCam4HAYBAcHkpCQ/fW6rdZ0gBztI7f2k1tZcktOayvXp9rmHdU276i2eedSbb28LNketF3BFeM7uN8Ynx/p73PeUW3zjmqbd1TbvBMcHEhiYkq2xvdsX7JeunRpEhISnI8TEhIICQlxPt67dy/+/v6Eh4cD8Pjjj7Np06bsHk6u4HAYbN13ioU/H2DrvlM4HIbZkUREJJ/Q+C4iIuI62W7IGzRowIYNG0hKSuLChQusWLGCxo0bO1+vUKECJ06cIC4uDoDVq1dTq1atnCcu4BwOg/dmb+WzBTtYsO4Any3YwXuzt6opFxGRXKHxXURExHWyfcl6aGgo/fr1o0uXLthsNh599FHCw8Pp2bMnffv2pVatWrz11lu8+OKLGIZBUFAQo0aNys3sBVJsXCJxx5JJs9kBSLPZiTuWTGxcIhGVbzM5nYiIeDqN7yIiIq6T7YYcICoqiqioqEzPTZo0yfl1kyZNaNKkSU4OIf9wOP4c1r+b8UusNjtH4s+pIRcRkVyh8V1ERMQ1sn3JupijfGggfr7emZ7z8/WmXKhmTBQREREREfEkasg9THhYEGFlioHDBoaBv683YWWKER4WZHY0ERERERERuQVqyD2Ml5eF/o9HwIm1kLiFXtE16P94BF5elpt+r4iIiIiIiLiPHN1DLubw8rJgOX8Uzh/VfeMiIiIiIiIeSmfIRUREREREREyghlxERERERETEBGrIRUREREREREyghlxERERERETEBGrIRUREREREREygWdYLKIfDIDYukcStxwgK8CM8LEhLp4mIiIiIiLiQGvICyOEweG/2VuKOJWO12fHz9SasTDGtZy4iIiIiIuJCumS9AIqNSyTuWDJpNjsGkGazE3csmdi4RLOjiYiIiIiIFBhqyAugw/HnsNrsmZ6z2uwciT9nUiIREREREZGCRw15AVQ+NBA/X+9Mz/n5elMuNNCkRCIiIiIiIgWPGvICKDwsiLAyxcBhA8PA/+97yMPDgsyOJiIiIiIiUmCoIS+AvLws9H88Ak6sxfvsNnpF19CEbiIiIiIiIi6mWdYLKC8vC5bzR/GxnSCi8m1mxxERERERESlwdIZcRERERERExARqyEVERERERERMoIZcRERERERExARqyEVERERERERMkKOGfNGiRURGRtKiRQumT59+1etxcXF07tyZdu3a0b17d86ePZuTw4mIiIiLaIwXERHJe9luyOPj4xk7diwzZsxg/vz5zJ49m3379jlfNwyD3r1707NnTxYuXEj16tWZOHFiroQWERGRvKMxXkRExDWy3ZCvX7+eevXqUaJECYoUKULLli1ZtmyZ8/UdO3ZQpEgRGjduDMAzzzxDp06dcp5Y3IbDYbB13ykW/nyArftO4XAYZkcSEZFcoDFeRETENbK9DvnJkycJDg52Pg4JCSE2Ntb5+PDhw9x22228+uqr7Nq1i7CwMF5//fVbOkZQUIDz6+DgwOxGxc/PJ8f7yK395JcsdofBkInr2XPoNGlWO/5+3lStUJJhTzfA28uS7Uz5TU7/nOX6VNu8o9rmHU+pbUEc4/Mr1SXvqLZ5R7XNO6pt3rlyXLsV2W7IHQ4HFsvlxsswjEyP09PT2bRpE9OmTaNWrVqMGzeO0aNHM3r06CwfIzExBYfDIDg4kISEc9mNitWaDpCjfeTWftwti5+fT7b2sXXfKXYfPE2azQ7ARaud3QdPs2bjQSIq35btTPlJTn9v5fpU27yj2uadS7X18rJke9B2lYI4xudH+vucd1TbvKPa5h3VNu8EBweSmJiSrfE925esly5dmoSEBOfjhIQEQkJCrggVTIUKFahVqxYAbdu2zfTpuni2w/HnsP7djF9itdk5Eq+/5CIink5jvIiIiGtkuyFv0KABGzZsICkpiQsXLrBixQrnvWQAderUISkpid27dwOwZs0aatSokfPE4hbKhwbi5+ud6Tk/X2/KheoyGBERT6cxXkRExDWyfcl6aGgo/fr1o0uXLthsNh599FHCw8Pp2bMnffv2pVatWnz00UcMHjyYCxcuULp0acaMGZOb2cVE4WFBhJUpxq4DJ8Hig7+fD2FlihEeFmR2NBERySGN8SIiIq6R7YYcICoqiqioqEzPTZo0yfl17dq1mTt3bk4OIW7Ky8tC/8cj6PHiq+AXRK9nuhIeFoSXJnQTEckXNMaLiIjkvRw15FKweXlZsJw/CuePaiI3ERERERGRW5Tte8hFREREREREJPvUkIuIiIiIiIiYQA25iIiIiIiIiAnUkIuIiIiIiIiYQA25iIiIiIiIiAnUkIuIiIiIiIiYQMueiekcDoPYuEQOx5+jfGig1jMXEREREZECQQ25mMrhMHhv9lbijiVjtdnx8/UmrEwx+j8eoaZcRERERETyNV2yLqaKjUsk7lgyaTY7BpBmsxN3LJnYuESzo4mIiIiIiOQpNeRiqsPx57Da7Jmes9rsHIk/Z1IiERERERER11BDLqYqHxqIn693puf8fL0pFxpoUiIRERERERHXUEMupgoPCyKsTDFw2MAw8P/7HvLwsCCzo4mIiIiIiOQpNeRiKi8vC/0fj4ATayFxC72ia2hCNxERERERKRA0y7qYzsvLguX8UTh/lIjKt5kdR0RERERExCV0hlxERERERETEBGrIRUREREREREyghlxERERERETEBGrIRUREREREREyghlxERERERETEBDlqyBctWkRkZCQtWrRg+vTp191u7dq1NGvWLCeHEhERERfR+C4iIuIa2V72LD4+nrFjxzJv3jz8/Pzo0KEDdevWpXLlypm2O3XqFG+//XaOg4rciMNhEBuXyOH4c5QPDSQ8LEhrmYuIZIPGdxEREdfJ9hny9evXU69ePUqUKEGRIkVo2bIly5Ytu2q7wYMH89xzz+UopMiNOBwG783eymcLdrBg3QE+W7CD92ZvxeEwzI4mIuJxNL6LiIi4TrbPkJ88eZLg4GDn45CQEGJjYzNt8+WXX3L33XdTu3btbB0jKCjA+XVwcGD2ggJ+fj453kdu7Se/ZXGHn2fTzhMcOJ5Mms0OQJrNzoHjyRxKTOX+u0vnKFdO5bQucn2qbd5RbfOOJ9TWFeM7uN8Yn1+pLnlHtc07qm3eUW3zzpXj2q3IdkPucDiwWC5fEmwYRqbHe/fuZcWKFUydOpUTJ05k6xiJiSk4HAbBwYEkJJzLblSs1nSAHO0jt/bjbln8/Hw8/ufZvvckaVZ7pufSrHb+2HuSisFFc5QrJ3L6eyvXp9rmHdU271yqrZeXJduDtiu4YnwH9xvj8yP9fc47qm3eUW3zjmqbd4KDA0lMTMnW+J7tS9ZLly5NQkKC83FCQgIhISHOx8uWLSMhIYFHHnmEp59+mpMnT9KxY8fsHk7kusqHBuLn653pOT9fb8qF6hNAEZFbpfFdRETEdbLdkDdo0IANGzaQlJTEhQsXWLFiBY0bN3a+3rdvX5YvX86CBQuYOHEiISEhzJgxI1dCi1wpPCyIsDLFwGEDw8Df15uwMsUIDwsyO5qIiMfR+C4iIuI62W7IQ0ND6devH126dKF9+/a0bduW8PBwevbsyfbt23Mzo8gNeXlZ6P94BJxYC4lb6BVdg/6PR2iWdRGRbND4LlJwOBwGW/edYuHPB9i675QmxBUxQbbvIQeIiooiKioq03OTJk26aruyZcuyZs2anBxK5Ia8vCxYzh+F80eJqHyb2XFERDyaxneR/O/SKjVxx5Kx2uz4/X2FoU5qiLhWts+Qi4iIiIiIZ4qNSyTuWMYqNQYZq9TEHUsmNi7R7GgiBYoachERERGRAuZw/Dmstsyr1Fhtdo7EaxZuEVdSQy4iIiIiUsBolRoR96CGXERERESkgNEqNSLuQQ25iIiIiEgBo1VqRNxDjmZZFxERERERz6RVakTMp4Zc5AoOh0FsXCKH489RPjSQ8LAgfVIsIiIiIiJ5Qg25yN+0HqeIiIiIiLiS7iEX+ZvW4xQREREREVdSQy7yN63HKSIiIiIirqSGXORvWo9TRERERERcSQ25yN+0HqeIiIiIiLiSJnUT+dul9Th7vPgq+AXR65muOZ5l3ZKlb73+Rln7/oIpLybaMwwje99oAa7zrdd6OquH+ed2lmvt0XLt/V311E2euLSPC2k20h1X7/DqY9z8h7juz2nJXOury2e5avdX7cpy9QGu9cdwa3+k19o4o+qF/Lxv8DdVREREJHvUkEu+lLmRtVz1nGEYGGS8WTcMI+P/fz9PylHgKNUrlMLqMMDu+PtNvfH/7d19cBz1nefxT8+DnizJsoUebGMehFOYinFMLqk43iwhqcIG2wqYZcMG1t4tOPYhkNQSFjYJVUuSLULOgZAKMbmFShV1G2DtS91CvLcxDncH2WDXFubOmGWXFF5hDEiWZMnW6GE00w+/+2M0Y8mSbGmmR90z835VuazRzPR85zet+fWnf7/ulmTlgkT28bnnelOXY1uWhobGc6935rWn15HNAdn7PGUWNCUeTAsoMweq2X45WzA5ezmloH8kreFEcs6Pzzdn56MYrzXjZ+TD68yUsRePORoamq1tzTluzeUF5nX3nJ5QjPX37M8wFo3o4mUNikeZVAYAAPxFIEfonAnOVu5nY4w8I3nGZIKvJn42mY1nzxi5E6N6g8OpifvMxOMldyIse8bI87zc87LLzvyf2bgfTzuSpPdOJCZC8flD7UzSnnT69NxDI+auxvY0nnLP/0DMm+sZOa4XdBmhUoo7rQAAQGkgkKPoMqH6TLh2PSPPMxPhWPKMlwvXg8OpifBs5LpmIhy4uQB9ZkTaTLktZS5TJkl9g2MF1Zvd9PZmmLYLAAAAAH4hkCNvliVZVuaoTc9InuflRrGzQdtxjBzPk+N4ctxMuPY8nRm9NpngO572J0wDAAAAQKkgkGNW2cCdDc+OmxnZdj0j2/GUdlyl0q48Y3SsJ5GbTu5NGrUGAAAAAMyMQF7BslPILSszjTz3z80cQ5p2XKVtT7bjynWzU8ynhm3HyxxrmrY5nhcAAAAA5oNAXiEsy5KRket6sj3JcTzZjpHjOXq3JzFr4Mb8eZ5RV09CiaMDaqyNqWNZY1Eu0QUAAACgtBHIy0z2mG5n4kzJjmOUtl2Np12lbCd3ojTPM0o7rmKxKGer9pHnGe15+ah6BsZkO57isYiWNdfpi9esIpQDKCl79+7VT37yEzmOoz/6oz/SbbfdNuX+l156SY8//riMMbrwwgv18MMPa/HixQFVCwBAaSrooqp79+7V5s2btXHjRj3zzDPT7n/ppZd0ww036Atf+IK+/OUva2hoqJCXwyRnju+W0o6nZNrV0GhaJwZH9W5PQse6E3qvZ1jv9w6rd3BMQyMpjadc2Y7H2cOLqKsnkQvjkmQ7nnoGxtTVkwi4MgCYu97eXj322GN69tln9fzzz2v37t06evRo7v6RkRF961vf0pNPPqlf/OIXuvzyy/X4448HWDEAAKUp70BOZ72wMgFcsl1PoylHacfTeNpRV8+Q3utJ6L2ehHpOjupUguAdpL5TyVwYz7IdT32nuB45gNJx4MABrV+/Xk1NTaqrq9OmTZu0b9++3P22bevBBx9UW1ubJOnyyy9XT09PUOUCAFCy8p6yPrmzlpTrrO+++25JM3fWe/fu9aHkypA95jvteErbnsbGbY2N27nLh+VGYG3vPEvCQmpdUqt4LDIllMdjEbUuqQ2wKgCYn76+PrW0tORut7a26siRI7nbS5Ys0bXXXitJGh8f15NPPqnt27fP6zWam+tzP7e0NORda1VVrOBllDPapXjKpW3D+DcUplrKDW1bPJP7tfnIO5BXYmftx3LOtQzbcZVMOUqlXY2M2xpPnTm7uayIamqrc4+NxaKSpKamurxrCcsyyqmWjzfW6o3/GNDR909KVkzV8ahWtjXo41e0cwy5zwr9nDE72naqSMRSU1Od6mriBS+rVDaEPM+bOCdJhjFmyu2s4eFh3XXXXVq9erW2bds2r9cYGBiR5xm1tDSov38471rTaUeSClpGuSq0bTG7cmrbsP0NlVPbhg1tWzwtLQ0aGBjJK5TnHcgrsbP2YznZZQwMjExcy9tTKu1qdNxWKu3Kcec21dxxMidiO316LO9anImTuhW6jELr8Gs5Yall22cu1UM79yhWd4G2/t7vq2NZoxIJpqz7qampruDPGTOjbaeLRi2drotpNFrQaVdyfVkkYuW9F32htLe369ChQ7nb/f39am1tnfKYvr4+3XHHHVq/fr2++c1vLnSJAACUhby3Ltrb29Xf35+7PVtnfeutt+ryyy/XQw89lH+VZSB7DLgxkuMavdc7rGM9CR0/kdCJgVENj6aVtl2O+y4DkYglb/i4vIE3tGrFYkbGAZScDRs26ODBgxocHFQymdT+/ft19dVX5+53XVd/9md/puuvv14PPPDAjDvkAQDA+eU9Qr5hwwY9/vjjGhwcVG1trfbv36+/+Zu/yd0/ubP+8pe/7EuxpSa7fTI+cQz40EhK42lHRtLomB1obQAAzKatrU333HOPduzYIdu2dfPNN2vt2rW688479dWvflUnTpzQv/3bv8l1Xb344ouSpDVr1lT8zncAAOYr70BOZz0zy5KMpJTtaTRpKzGaUto+Mw2d8W8AQCno7OxUZ2fnlN899dRTkqQrr7xSb7/9dhBlAQBQVvIO5BKddVYuhKddjSYdJcamhnAAAAAAAM5WUCCvZJND+EjS0TAhHAAAAAAwDwTyPIzbmZFwQjiKxfOMunoS6juVVOuSWnUsa+TkcAAAAECZIZDPkZHkeka24+l4z3Dm2uBAEXie0Z6Xj6pnYEy24ykei2hZc52+eM0qQjkAAABQRgq7qGoFMJKGxx0d7x1WynblGUMYR1F19SRyYVySbMdTz8CYunoSAVcGAAAAwE+MkM/CsqSRpKOBoaSSKUdkcCyUvlPJXBjPsh1PfaeSWrVicUBVAQAAAPAbgXwGYylHA4lxjSVtgjgWXOuSWsVjkSmhPB6LqHVJbYBVAQAAAPAbgTzLkpIpVwND4xpNpgniCEzHskYta67Te92npEhMVfGoljXXqWNZY9ClAQAAoMR4ntGRrgENHO5Wc32V1nY0B3Jeomwdx3uHdVFbQ2B1hE3FB3LLkpJpV4ND4xpJ2pwxHYGLRCx98ZpVemjnf1Gkplm/9/tf5CzrAAAAmDfPM3p092F1dSeUtl1VxaPqWN6oe29Zt6DblmGpI4wq9qRuliWlHE8fDozq+IlhJUbThHGERiRiyRs+Lqf//2nVisUV/0UFAEC58Dyjw0dP6hevvqvDR0+y/YmiOtI1oK7uhFK2KyMpZbvq6k7oSNdARdYRRhU3Qm5ZllK2q8HhcQ2PpOXyJQgAAIAFwCghFtrx3mGlbXfK79K2q/d7h7Vu1QUVV0cYVUwgtywp7Xo6PZzS0EhKrksQBwCgXIylnKBLCJ3BxDjtUiT5tu2bXQPq6h5Sys6cuDUzSjik137bpys7mv0uc06yl/MNy7rCeuuvtqV1qopHcuucJFXFI2pdWreg7RyWOs5WHY8qGvDOsIoJ5JLU3T+qcf7AAQAoK54xOn5iOOgyQqdp3NXp02NBl1GW8m3bt7oGpwQSSUrZnt7qGtTiuiq/ypuX8XRm1DIsf0Ost/5qqImrbenUkwW3La1TQ018QT/zsNRxtovaG1RXHWwkrqhjyA2nTgcAAEBAspc2nYxLm6KYsicLTn/wv+Wd/L/q3HCJvnjNqgU/RGJyHU7f64HVEUYVFciBSuN5Rkc/HNKBfz2hox8OceIYAAAClL20qXFtGWMUj0W4tCmKLnuyYG/gjUBPFsxJi2dWUVPWgUrieUZ7Xj6qnoEx2Y6X6/TZGwkAQDC4tGnl8Dyjrp6E+k4l1bqkls8ZsyKQA2WqqyeRC+OSZDueegbG1NWT0KoViwOuDgCAypQbrRw+rlUr7gy6HBQBgyKYD6asA2Wq71QyF8azbMdT36lkQBUBAEoFhzwB+TvXoAhwNkbIgTKVPXHM5FDOiWMAAOfD6B5QmHMNijBLEWdjhBwoU5w4BgCQD0b3gMJwNn3MB4EcKFNcXgIAkA8OeQIKw6AI5qOgQL53715t3rxZGzdu1DPPPDPt/n//93/XTTfdpE2bNumBBx6Q4ziFvByAefLj8hIcRwhUJvr4ysXoHlAYBkUwH3kH8t7eXj322GN69tln9fzzz2v37t06evTolMfcd999+uu//mu9+OKLMsZoz549BRcMYOFkjyPce+CYfvNmj/YeOKY9Lx8llANljj6+sjG6BxSOa25jrvI+qduBAwe0fv16NTU1SZI2bdqkffv26e6775YkffjhhxofH9e6deskSTfddJN+9KMf6dZbb/WhbAALgUunAZVpIfr4//rCv+pUIqV4VVR22s27VrPiOknSc//rnbyXUa5isYics6aez5UxRp6dkBWJa3FTqzzPaPf/OXr+J1aIQtpWkqou3SIpHOttmGqRCm/bMAlT21ZdukWWZQVeS5jaRJKqq6KKWoXvLIlXRVVfE9MDt6+f93PzDuR9fX1qaWnJ3W5tbdWRI0dmvb+lpUW9vb3zeg0/O2tjSf9t39sqZGDPjxXIr5XQr1oK/cMM2/sJUy3l0LZDo+kZjyN86fUP9NrbfQXVVYhy6qzDhradzpJUUx2VpcI67GxftqSxOq8OeyEtRB8fi0cVr4pKUu7/fKy5co0cx1PKzn874T+O/laSdNmqy/Nehl/LCVMtqzouLagGY4y63n1PisS1rL1VtdUxWXls+Pq1nFC17UdWF1SDX3WErZaw/A2VY9uGpRY/6vDzOyFiWVqz5qMF1yRl+rW8npfvC3qeN+WNG2Om3D7f/XMqzsfOWkYaSzmKmPwTuR8rkB/L8Gs5YVmGX8spt1rC8H5qq6MaHpMm/9lYVub3sdj8j3gJUycZllrK7f2EqRa/3k/X0d/K8qnDjldF8+6wF9JC9PH/efMV8jyjlpYG9fcPF1TvWMrR8RP5L+Pb+x+VJP3+HZsLqsOP5fhZSywWLXg5+coe8mTFG6RITIOJlJY1R/XFay6b19Rdv5YjlU/bSpl2eejgf1ekpllXrfoddSxrDHRKdJjaNkx/h37ws5ampjqdPj0Wilry5fd3Qk1VVF/7duEzuFtaGjQwMJLXc/MO5O3t7Tp06FDudn9/v1pbW6fc39/fn7t98uTJKffPhZ+dtWVJXd0JpQoYaS9Hhf5hYnbl0LZ+X4vWr07Sjw2hsHTYYQsCtO1039n/qGqqYwV32Nm+rBSOI1yIPh7lLXvIkxWNS8r/kCe/llNOsn1z1YWflyIx7T1wjOvEo2KU43dC3id127Bhgw4ePKjBwUElk0nt379fV199de7+FStWqLq6Wq+//rok6YUXXphyP4Dwy54ltHPDJfrMlcsKOkuo5xlFGi5SrOUqztYOhBx9PArl16XTuATbdJMDiWVZXCceFaUcvxPyDuRtbW265557tGPHDt14443aunWr1q5dqzvvvFNvvvmmJOmRRx7Rww8/rOuuu05jY2PasWOHb4UDWBiRiKVVKxZrw5r2gi6dlt2bH2v9T5ytHQg5+ngUyq9Lp3EJtunKMZCECQMI4VaO3wl5T1mXpM7OTnV2dk753VNPPZX7efXq1fr5z39eyEsAKAPlOL0IKHf08ShE9tJpZx/yNN9Lp/m1nHKSDSSTQ3mpB5Kw4HCA8CvH74SCAjkAzMW59uYTyAGg/GQPeerqSajvVFKtS2rzOvGYX8spJ2ELJNkR5UhNs45+OFTSnw8DCOFXjt8JBHIARcfefACoPNlDngoNMn4tp1yEKZCU24gyAwilody+E/I+hhwA5iq7Nz97zE++e/Nze+GbP8ZxXQCAiuXH+V38UG4nmCvH45MRfoyQAyg6P/bml9teeABA6cntGK67oOSnZ/shbCPKhU6f53AABIFADmBBFDq9iOO6AAD58iPYsGN4ujAdkubH58PhAAgCU9YBlAQ/L/PCJU0AoHL4denNcpue7Qe/Dknzg1+fD4cDzIxtp+JhhBxASfBrLzx7nAGUO6ZVT+XXDKuwTc8OAz9HlAtdb8vt8wnT+2HbqbgI5ABKgl/HdTH1HfOR3UBUfYsOHz2ptR3NbHyEUHU8qovaG/J+fk1VVJIKWoZfyyl0GZ5n9OP/8aaqVn5elhXT/zx4TBe3N+rum66s2HX3rWODMwabtOPOq52HxtJ67e1epewzy6qOR/TRjqUFrzul7pLlhY2I+7HeltvnU4z309BYq8aa6Lyf92bXgHoHp2479Q6OaXjc1pUdzXnVEgY1VVFFrOC/FysqkLc3L9LA0LhGk2kZZlkAJWXyXvjEuKPGmlhee+H92uPMiVbCzc/jReMTIwJ/+8Jb6ljeqHtvWcdnHTLRiKW66vw3abIbZIUsw6/lFLqMw0dP6r0Tw7IimQ3nlO3pvRPDOvrhkNatuiDvukrZZSsWqzoeVcp2c7+rjkfVsXzxvNr5k5e36teHu9XVnVDadlUVj6pjeaM+eXkr3wkF8mO9LbfPpxjvZ2ljjdyUPe/n9Q6OKW1P3XZK2576BsdUd0VbXrUEzfOMrPqVMtXNge9wr5hAboxUWxXVhS2LNJaq1kBiXGNJm2AOlJDscV1NTXU6fXosr2X4MfXdr6lbhPqZFdoufn0+Z8+mSNmuuroTOtI1ULHBBuF3vHdY6UnBU5LStqv3e4crdr1d29GsjuWN04LN2nmO7EUilu69ZZ2OdA1ocCStpfVVzJrxiR/r7eTP5/3eYa1sayjpzydM7+eitgZVnbVTqyoe1cq20pt5IGW2Ex7dfVhqv0YZ72HjAAASEklEQVSygt/hXjGBfLK66pjqWus1mnQ0MJRUMuUQzIEK4cfUdz+mvft5PJZfo8F+HHMahjBdzONFKz3YIPzKbcPZD34Gm0jE0rpVF6ilpUH9/cNFqLYy+bXeZj+fcvmODsv78WunVlgc6RpQV3dCioRjh3tFBnJJkpEW1cRUV9OgkXFHg0NJJcedoKsCUGR+nIDGj2nvfoVGPwKsnyP+YQjTfh2WMNNsikoPNgi/cttw9ktYgg1mxnobbmEarfdD2GYSVW4gn2BJaqiJqb6mQSNJWwOnkxpPu+d9HoDSVeg10f2Y9u5XaPQjwPq1cyAsYdqvM/KfPZuimg1ElACmVaMUsd6GXznt1ArbTKKKD+RZlqSG2rjqa2NKjNkaHBpXimAOYAZ+THv3KzT6EWD92jkQljDt1xn5s7MpjvUOK+24uqS9kQ1ElASmVaMUsd5ioYRtRgaB/CyWLC2uq1JDbVyJMVunEgRzAFP5Me3dr9DoR4D1a+dAWMK0n9fFjUQsfeTCxbpkWaPi0ci8nw8AAMIlbFPwCeSziFiWltRXqbE2rtNjaZ0aGp828gOgchU67d2v0OhHgPVr50CYwnShnw8qh+cZmUUXSiG49A0AYGGEaQo+gfwcjMl8WM0N1Wqsq9LQaFqnEwRzAP7wIzT6EWD9usY7YRqlJmyXvgEAVB4C+RwYI8Uili5orNbiRVUaTzlKjKaVTDmEcwCB8yvYF3qNd79qARZK2C59AwCoPATyecgG8/rauBoXVSnteBpPu0qMppQcJ5wDAFBKwnbpGwBA5SGQ58nzTCac18TUWBeX7XhKpl0Nj6U1lrQJ5wAAhFzYLn0DAKg8nDLWB55nFJ0I58ubF+mSZQ26sK1BixuqFY/RxACA0tHd3a3bbrtN1113nf78z/9co6Oj0x7T19enO+64QzfccIO2bdumgwcPBlBp4bKXvqmOR2VJXGseALDg8h4h7+7u1n333aeBgQFdeumleuSRR7Ro0aIpj+nr69M3vvENnTx5UpFIRPfff78+/elPF1x0mBljFI1EVF8TUUNtXI6bmdY+nExrdIyRcwBAuH3729/Wrbfeqi1btmjXrl164okndN999015zM6dO/X5z39et912m7q6urR9+3b9+te/VjQaDajq/ITt0jcAgMqT9/BttsPet2+f1qxZoyeeeGLaY7Id9gsvvKBHH31Uf/mXfynXrZxremfCuaVFNTEtW7pIlyxv1Mr2BjU1VqsqHlWUDh8AECK2beu1117Tpk2bJEk33XST9u3bN+1x1157rbZu3SpJuvjii5VKpTQ2lv/JAIOUvfRN5+9cqnWrLiCMAwAWVF4j5NkOe9euXZIyHfYf/uEfTtuDfu2112r9+vWSpnbYDQ2Vd2yWMUZRy9Ki6pjqa+LyjJHtuEo5nsbG7dxJ4VzXBF0qAKBCnTp1SvX19YrFMpsHLS0t6u3tnfa4bGCXpJ/+9Ke64oor5t23NzfX535uaSmP7YKqqmy75f9+/FjGZOXStmFE2xYPbVs8tG3xTO7X5iOvQL5QHXY5dtazcT2jVMrRuO0qmbI1mnTkOJ5cr/gBvampruivUalo2+KhbYuHtp0qErHU1FSnupp4wcsKU1/2y1/+Ug8//PCU31188cWyrKkjxGffnuzpp5/W7t279bOf/Wzerz8wMCLPM2ppaVB///C8nx9G6bQjSXm/H88zSsXbpepm/erguwVPny+ntg0b2rZ4aNvioW2Lp6WlQQMDI3mF8vMG8iA77HLsrOei2pKq62KyXZM5e3vK0ei4rXTaleN6Mj5m9EKvOYzZ0bbFQ9sWD207XTRq6XRdTKPRwk7Sme3LIhEr773ofrr++ut1/fXXT/mdbdv61Kc+Jdd1FY1G1d/fr9bW1hmfv3PnTr3yyit65pln1N7evhAllzXPM3p092Gp/RrJiulvX3hLHcsbde8t65hGDwBl7LyBnA574WUDdyxiKVYVVV11VBcsrpHterIdT+MpV6PjtlJpV67nyfOMryEdAFCZ4vG4PvGJT+if/umf1NnZqeeff15XX331tMc9/fTT+pd/+Rc999xzamxsDKDS8nOka0Bd3QkpkpmJkbJddXUndKRrgGuiA0AZy2vKOh32wjLmzDHo0XhUNfGoljZWy/WMHNeT43pKO55SaVfjaVe248pzzYJMdwcAlJcHH3xQX//61/WTn/xEy5Yt0w9+8ANJ0nPPPae+vj599atf1a5du1RfX6/t27fnnvfkk0+qra0tqLJL3vHeYaXtqSe+Tduu3u8dJpADQBnL+7JndNjB8jwjS1I8GlE8GlFtlWQtyhw64HqebNfIcYzStqvxtKPxtCN3IqR7BHUAwCxWrFihv/u7v5v2+y996Uu5n1977bWFLKkiXNTWoKp4VKlJobwqHtXKtvCcdwAA4L+8AzkddvhkR9ItWaqKWqqKSnXVUVlWtSQjx8uEdMf1lJoI6vF4RPFYRJ4xTH0HACAgazua1bG8UV3dCaVtV1XxqDqWN2ptR3PQpQEAiijvQI7SYSZSdmbKu6XqeESLamKyrBotXbpIfbWx3Oi562VOJGc7rtJ25n/PMwR2AACKKBKxdO8t63Ska0Dv9w5rZVtDwWdZBwCEH4G8ghljFIlYmaAeO/us+Znp78ZkRtbnEtizI/SEdgAA5i8SsbRu1QUcMw4AFYRAjhllw7WkOQV2zzPyPMkznlwjuY4nxzVyPDczTX7imurZwJ4J8IR3AAAAAJWLQI68TAvsUUuKStLEdXqrM6E9w5JlKTft3Z0I7p6XWUZ21N1xvYn7J/5NXHPdyEiTRt+zvyPMAwDCwvOMzKILpepmHT56kunmAIA5IZCjaM4E5jPhOWJZikSlifQ+RSbAW5N+nhhJ94w8I3kTodzLhfOJ3+dCvDcxUm/kGiPjZXcCeLkgn6nL5OrLhf1MmQR9AMC8eZ7Ro7sPS+3XSFZMf/vCW+pY3qh7b1lHKAcAnBOBHKFhsqlYmhKKLctSbgBes2/YTB6Rn3p7IsBLU45zN5r8s5Ex1kRYz/w8EdenPn7iknGeOfu5Z4K8N/Hg+rqYXKfqTOCfeHvm7PdoMsfgT22Hmdomf0Y+7WUIyc6KWNRSPBYJuozZm2Pe7TT9CXNaxBweNN9SLCuz4+zM8wv/0NnJhXJ3pGtAXd0JKRKXJKVsV13dCR3pGuB4cADAORHIUTYmj8hPvX2GpUzA11nhPV/WjE/P/PKCC+p1smrkHI+bnTlHgjn7nvOFnXzCkDXjK4VH05JFOr0ofuYXVv6hL79QfY7PZ6a7ZlkBZq/5/G/mvO/XmroeWdOWak17GSNp8eIaDdXGJ55wrufPtc0nP2h6O0xfxuS9cTO86Ex1zPTL2XZyzGcnRvYHS4oyyolzON47rPSk64dLUtp29X7vMIEcAHBOBHKgADMHksmj3bPvHPDL+WLCfHcGzH3JwamKRzM7VibJ/33O4pzLK3bbBNf2jYuqlRpLB/b6QCm6qK1BVfGoUpNCeVU8qpVtDQFWBQAoBcHP+QQAAChhazua1bG8UdXxqCxJ1fGoOpY3am1Hc9ClAQBCjhFyAACAAkQilu69ZZ2OdA3o/d5hrWxr4CzrAIA5IZADAAAUKBKxtG7VBRwzDgCYF6asAwAAAAAQAAI5AAAAAAABIJADAAAAABCAUB9DPvlkKJwYpXho2+KhbYuHti0e2rZ4IhGL9p1AH78waNvioW2Lh7YtHtq2ePJtW8uYYl4hGQAAAAAAzIQp6wAAAAAABIBADgAAAABAAAjkAAAAAAAEgEAOAAAAAEAACOQAAAAAAASAQA4AAAAAQAAI5AAAAAAABIBADgAAAABAAAjkAAAAAAAEgEAOAAAAAEAAQh3I9+7dq82bN2vjxo165plngi6n7Gzfvl1btmzRDTfcoBtuuEFvvPFG0CWVtJGREW3dulUffPCBJOnAgQPq7OzUxo0b9dhjjwVcXWk7u22/8Y1vaOPGjbl191e/+lXAFZamH//4x9qyZYu2bNminTt3SmK99ctMbct6OxV9fPHQv/uPPr546OOLgz6+eHzv401InThxwnzuc58zp06dMqOjo6azs9O88847QZdVNjzPM5/5zGeMbdtBl1IWDh8+bLZu3Wo++tGPmvfff98kk0nz2c9+1hw/ftzYtm1uv/128/LLLwddZkk6u22NMWbr1q2mt7c34MpK26uvvmpuueUWk0qlTDqdNjt27DB79+5lvfXBTG27f/9+1ttJ6OOLh/7df/TxxUMfXxz08cVTjD4+tCPkBw4c0Pr169XU1KS6ujpt2rRJ+/btC7qsstHV1SVJuv322/WFL3xBP/vZzwKuqLTt2bNHDz74oFpbWyVJR44c0cUXX6yVK1cqFoups7OT9TdPZ7dtMplUd3e3vvnNb6qzs1M/+tGP5HlewFWWnpaWFn39619XVVWV4vG4LrvsMh07doz11gcztW13dzfr7ST08cVD/+4/+vjioY8vDvr44ilGHx/aQN7X16eWlpbc7dbWVvX29gZYUXlJJBL69Kc/rV27dunpp5/W3//93+vVV18NuqyS9dBDD+kTn/hE7jbrr3/ObtuTJ09q/fr1+u53v6s9e/bo0KFD+vnPfx5ghaXpIx/5iNatWydJOnbsmH75y1/KsizWWx/M1La/+7u/y3o7Cd+RxUP/7j/6+OKhjy8O+vjiKUYfH9pA7nmeLMvK3TbGTLmNwlx11VXauXOnGhoatHTpUt1888165ZVXgi6rbLD+Fs/KlSu1a9cutba2qra2Vtu3b2fdLcA777yj22+/Xffff79WrlzJeuujyW3b0dHBejsJ35HFQ/9efKy/xUMf7y/6+OLxs48PbSBvb29Xf39/7nZ/f39uOgsKd+jQIR08eDB32xijWCwWYEXlhfW3eH7729/qxRdfzN1m3c3f66+/rj/+4z/Wvffeq23btrHe+ujstmW9nYp1rXjo34uP9bd4+K70D3188fjdx4c2kG/YsEEHDx7U4OCgksmk9u/fr6uvvjrossrG8PCwdu7cqVQqpZGREf3DP/yDrr322qDLKhsf+9jH9O677+q9996T67r6x3/8R9Zfnxhj9N3vfldDQ0OybVu7d+9m3c1DT0+P7rrrLj3yyCPasmWLJNZbv8zUtqy3U9HHFw/9e/HxXVk8fFf6gz6+eIrRx4d2l1NbW5vuuece7dixQ7Zt6+abb9batWuDLqtsfO5zn9Mbb7yhG2+8UZ7n6dZbb9VVV10VdFllo7q6Wt/73vf0la98RalUSp/97Gd13XXXBV1WWVi9erX+5E/+RF/60pfkOI42btyorVu3Bl1WyfnpT3+qVCql733ve7nf/cEf/AHrrQ9ma1vW2zPo44uH/r346OOLhz7eH/TxxVOMPt4yxphiFAsAAAAAAGYX2inrAAAAAACUMwI5AAAAAAABIJADAAAAABAAAjkAAAAAAAEgkAMAAAAAEAACOVABPvjgAy57AwBAmaF/B0ofgRwAAAAAgADEgi4AQHDeffddfec739Ho6Kj6+/u1evVq/fCHP1R1dbVeeeUVPfLII4pEIrriiit04MABPfvss7rwwguDLhsAAJwD/TtQOhghByrYnj17dOONN2rPnj3av3+/PvjgA7388ss6deqU7r//fn3/+9/XCy+8oE996lPq7e0NulwAADAH9O9A6SCQAxXsvvvu09KlS/XUU0/pW9/6lvr6+jQ2NqZDhw7psssu0+rVqyVJ27ZtU319fcDVAgCAuaB/B0oHU9aBCva1r31Nruvq+uuv1zXXXKOenh4ZYxSNRmWMmfLYSIT9dwAAlAL6d6B08BcIVLDf/OY3uuuuu7R582ZJ0htvvCHXdfXxj39cx44d09tvvy1JevHFF5VIJGRZVpDlAgCAOaB/B0oHI+RAhRgbG5t2aZS/+Iu/0F133aW6ujrV19frk5/8pI4fP66mpib94Ac/0F/91V8pEolozZo1isViqq2tDah6AAAwE/p3oLRZ5ux5KwAq3sjIiJ544gl95StfUW1trd566y396Z/+qf75n/+ZvegAAJQo+ncgfBghBzBNfX294vG4br75ZsViMcViMf3whz+kswYAoITRvwPhwwg5AAAAAAAB4KRuAAAAAAAEgEAOAAAAAEAACOQAAAAAAASAQA4AAAAAQAAI5AAAAAAABOD/A2ha3wAZNmKLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(df_transformed.ip, lags=24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:30.984017Z",
     "start_time": "2018-10-31T21:14:30.852957Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>p-value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ip</th>\n",
       "      <td>0.03%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sentiment</th>\n",
       "      <td>0.00%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          p-value\n",
       "ip          0.03%\n",
       "sentiment   0.00%"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_unit_root(df_transformed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:31.998361Z",
     "start_time": "2018-10-31T21:14:30.987835Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_transformed.plot(subplots=True, figsize=(14,8));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VAR Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To limit the size of the output, we will just estimate a VAR(1) model using the statsmodels VARMAX implementation (which allows for optional exogenous variables) with a constant trend using the first 480 observations. The output contains the coefficients for both time series equations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:38.175826Z",
     "start_time": "2018-10-31T21:14:32.005129Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            Statespace Model Results                           \n",
      "===============================================================================\n",
      "Dep. Variable:     ['ip', 'sentiment']   No. Observations:                  468\n",
      "Model:                      VARMA(1,1)   Log Likelihood                 -71.824\n",
      "                           + intercept   AIC                            169.647\n",
      "Date:                 Tue, 05 Feb 2019   BIC                            223.578\n",
      "Time:                         09:54:39   HQIC                           190.869\n",
      "Sample:                              0                                         \n",
      "                                 - 468                                         \n",
      "Covariance Type:                   opg                                         \n",
      "===================================================================================\n",
      "Ljung-Box (Q):              128.08, 161.44   Jarque-Bera (JB):        130.30, 16.85\n",
      "Prob(Q):                        0.00, 0.00   Prob(JB):                   0.00, 0.00\n",
      "Heteroskedasticity (H):         0.48, 1.10   Skew:                       0.20, 0.21\n",
      "Prob(H) (two-sided):            0.00, 0.55   Kurtosis:                   5.56, 3.83\n",
      "                              Results for equation ip                              \n",
      "===================================================================================\n",
      "                      coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "const               0.0015      0.001      2.418      0.016       0.000       0.003\n",
      "L1.ip               0.9282      0.010     93.695      0.000       0.909       0.948\n",
      "L1.sentiment        0.0006   6.02e-05     10.110      0.000       0.000       0.001\n",
      "L1.e(ip)            0.0121      0.037      0.325      0.745      -0.061       0.085\n",
      "L1.e(sentiment)    -0.0001      0.000     -0.867      0.386      -0.000       0.000\n",
      "                           Results for equation sentiment                          \n",
      "===================================================================================\n",
      "                      coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "const               0.3877      0.279      1.391      0.164      -0.159       0.934\n",
      "L1.ip             -14.6492      5.444     -2.691      0.007     -25.320      -3.979\n",
      "L1.sentiment        0.8805      0.023     37.684      0.000       0.835       0.926\n",
      "L1.e(ip)           39.0203     18.828      2.072      0.038       2.119      75.922\n",
      "L1.e(sentiment)     0.0507      0.052      0.979      0.327      -0.051       0.152\n",
      "                                 Error covariance matrix                                 \n",
      "=========================================================================================\n",
      "                            coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------------\n",
      "sqrt.var.ip               0.0129      0.000     40.347      0.000       0.012       0.014\n",
      "sqrt.cov.ip.sentiment     0.0436      0.232      0.188      0.851      -0.411       0.498\n",
      "sqrt.var.sentiment        5.2755      0.149     35.506      0.000       4.984       5.567\n",
      "=========================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
     ]
    }
   ],
   "source": [
    "model = VARMAX(df_transformed.iloc[:468], order=(1,1), trend='c').fit(maxiter=1000)\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Diagnostics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`statsmodels` provides diagnostic plots to check whether the residuals meet the white noise assumptions, which are not exactly met in this simple case:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Industrial Production"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:43.337604Z",
     "start_time": "2018-10-31T21:14:41.656221Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_diagnostics(variable=0, figsize=(14,8), lags=24)\n",
    "plt.gcf().suptitle('Industrial Production - Diagnostics', fontsize=20)\n",
    "plt.tight_layout()\n",
    "plt.subplots_adjust(top=.9);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sentiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:44.514650Z",
     "start_time": "2018-10-31T21:14:43.342858Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_diagnostics(variable=1, figsize=(14,8), lags=24)\n",
    "plt.title('Sentiment - Diagnostics');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Impulse-Response Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:45.035372Z",
     "start_time": "2018-10-31T21:14:44.516280Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "median_change = df_transformed.diff().quantile(.5).tolist()\n",
    "model.impulse_responses(steps=12, impulse=median_change).plot.bar(subplots=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate Predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Out-of-sample predictions can be generated as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:45.711173Z",
     "start_time": "2018-10-31T21:14:45.036870Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start = 430\n",
    "preds = model.predict(start=480, end=len(df_transformed)-1)\n",
    "preds.index = df_transformed.index[480:]\n",
    "\n",
    "fig, axes = plt.subplots(nrows=2, figsize=(12, 8))\n",
    "\n",
    "df_transformed.ip.iloc[start:].plot(ax=axes[0], label='actual', title='Industrial Production')\n",
    "preds.ip.plot(label='predicted', ax=axes[0])\n",
    "trans = mtransforms.blended_transform_factory(axes[0].transData, axes[0].transAxes)\n",
    "axes[0].legend()\n",
    "axes[0].fill_between(x=df_transformed.index[481:], y1=0, y2=1, transform=trans, color='grey', alpha=.5)\n",
    "\n",
    "trans = mtransforms.blended_transform_factory(axes[0].transData, axes[1].transAxes)\n",
    "df_transformed.sentiment.iloc[start:].plot(ax=axes[1], label='actual', title='Sentiment')\n",
    "preds.sentiment.plot(label='predicted', ax=axes[1])\n",
    "axes[1].fill_between(x=df_transformed.index[481:], y1=0, y2=1, transform=trans, color='grey', alpha=.5)\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Out-of-sample forecasts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A visualization of actual and predicted values shows how the prediction lags the actual values and does not capture non-linear out-of-sample patterns well:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:17:38.260096Z",
     "start_time": "2018-10-31T21:17:37.648827Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "forecast = model.forecast(steps=24)\n",
    "\n",
    "fig, axes = plt.subplots(nrows=2, figsize=(12, 8))\n",
    "\n",
    "df_transformed.ip.plot(ax=axes[0], label='actual', title='Liquor')\n",
    "preds.ip.plot(label='predicted', ax=axes[0])\n",
    "axes[0].legend()\n",
    "\n",
    "df_transformed.sentiment.plot(ax=axes[1], label='actual', title='Sentiment')\n",
    "preds.sentiment.plot(label='predicted', ax=axes[1])\n",
    "axes[1]\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.9520062876193942"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_absolute_error(forecast, df_transformed.iloc[468:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
